Praktyka_praca_magisterska_5_model2c.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "d4622f0e",
   "metadata": {},
   "source": [
    "Agnieszka Wrzos\n",
    "\n",
    "### Opis zbioru danych\n",
    "Dane:\n",
    "- artists.csv - informacje o zbiorze danych\n",
    "- resized.zip - obrazy 50ciu różnych artystów\n",
    "\n",
    "Źródło: https://www.kaggle.com/datasets/ikarus777/best-artworks-of-all-time/data\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "44fc96e6",
   "metadata": {},
   "source": [
    "# Budowa modelu 2"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f50d8b9c",
   "metadata": {},
   "source": [
    "## Wczytanie bibliotek"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "12b967f5",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Operacje matematyczne i macierzowe\n",
    "import numpy as np\n",
    "from numpy.random import seed\n",
    "\n",
    "# Manipulacja i analiza danych\n",
    "import pandas as pd\n",
    "\n",
    "# Generowanie liczb losowych\n",
    "import random\n",
    "\n",
    "# Praca z danymi w formacie JSON\n",
    "import json\n",
    "\n",
    "# Operacje na systemie plików i ścieżkach\n",
    "import os\n",
    "import shutil\n",
    "\n",
    "# Pasek postępu\n",
    "from tqdm import tqdm, tqdm_notebook\n",
    "\n",
    "# Wizualizacja danych\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from keras.models import Sequential\n",
    "# Podział danych na zbiory treningowe i testowe\n",
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "# Ocena wyników modelu\n",
    "from sklearn.metrics import classification_report, confusion_matrix\n",
    "\n",
    "# TensorFlow i Keras - Tworzenie i trenowanie modeli głębokiego uczenia\n",
    "import tensorflow as tf\n",
    "from tensorflow.keras import layers, models, regularizers, initializers, applications, optimizers, callbacks\n",
    "from tensorflow.keras.models import Sequential, Model\n",
    "from tensorflow.keras.layers import Conv2D, MaxPooling2D, Flatten, Dense, Dropout, BatchNormalization\n",
    "from tensorflow.keras.optimizers import Adam\n",
    "from tensorflow.keras.callbacks import EarlyStopping, ReduceLROnPlateau\n",
    "from tensorflow.keras.preprocessing.image import ImageDataGenerator, img_to_array, load_img, array_to_img\n",
    "\n",
    "# Ustawienie losowości\n",
    "np.random.seed(1)\n",
    "tf.random.set_seed(1)\n",
    "random.seed(1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2e9d5079",
   "metadata": {},
   "source": [
    "# Wczytanie danych i EDA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "38cc1a3b",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Wczytanie danych\n",
    "dane = pd.read_csv('data//artists.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "5c6725ba",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(50, 8)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Wymiary tabeli danych\n",
    "dane.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "8771de1d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>name</th>\n",
       "      <th>years</th>\n",
       "      <th>genre</th>\n",
       "      <th>nationality</th>\n",
       "      <th>bio</th>\n",
       "      <th>wikipedia</th>\n",
       "      <th>paintings</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>Amedeo Modigliani</td>\n",
       "      <td>1884 - 1920</td>\n",
       "      <td>Expressionism</td>\n",
       "      <td>Italian</td>\n",
       "      <td>Amedeo Clemente Modigliani (Italian pronunciat...</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Amedeo_Modigliani</td>\n",
       "      <td>193</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>Vasiliy Kandinskiy</td>\n",
       "      <td>1866 - 1944</td>\n",
       "      <td>Expressionism,Abstractionism</td>\n",
       "      <td>Russian</td>\n",
       "      <td>Wassily Wassilyevich Kandinsky (Russian: Васи́...</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Wassily_Kandinsky</td>\n",
       "      <td>88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>Diego Rivera</td>\n",
       "      <td>1886 - 1957</td>\n",
       "      <td>Social Realism,Muralism</td>\n",
       "      <td>Mexican</td>\n",
       "      <td>Diego María de la Concepción Juan Nepomuceno E...</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Diego_Rivera</td>\n",
       "      <td>70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>Claude Monet</td>\n",
       "      <td>1840 - 1926</td>\n",
       "      <td>Impressionism</td>\n",
       "      <td>French</td>\n",
       "      <td>Oscar-Claude Monet (; French: [klod mɔnɛ]; 14 ...</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Claude_Monet</td>\n",
       "      <td>73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>Rene Magritte</td>\n",
       "      <td>1898 - 1967</td>\n",
       "      <td>Surrealism,Impressionism</td>\n",
       "      <td>Belgian</td>\n",
       "      <td>René François Ghislain Magritte (French: [ʁəne...</td>\n",
       "      <td>http://en.wikipedia.org/wiki/René_Magritte</td>\n",
       "      <td>194</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>Salvador Dali</td>\n",
       "      <td>1904 - 1989</td>\n",
       "      <td>Surrealism</td>\n",
       "      <td>Spanish</td>\n",
       "      <td>Salvador Domingo Felipe Jacinto Dalí i Domènec...</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Salvador_Dalí</td>\n",
       "      <td>139</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6</td>\n",
       "      <td>Edouard Manet</td>\n",
       "      <td>1832 - 1883</td>\n",
       "      <td>Realism,Impressionism</td>\n",
       "      <td>French</td>\n",
       "      <td>Édouard Manet (US: ; UK: ; French: [edwaʁ manɛ...</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Édouard_Manet</td>\n",
       "      <td>90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7</td>\n",
       "      <td>Andrei Rublev</td>\n",
       "      <td>1360 - 1430</td>\n",
       "      <td>Byzantine Art</td>\n",
       "      <td>Russian</td>\n",
       "      <td>Andrei Rublev (Russian: Андре́й Рублёв, IPA: [...</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Andrei_Rublev</td>\n",
       "      <td>99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8</td>\n",
       "      <td>Vincent van Gogh</td>\n",
       "      <td>1853 – 1890</td>\n",
       "      <td>Post-Impressionism</td>\n",
       "      <td>Dutch</td>\n",
       "      <td>Vincent Willem van Gogh (Dutch: [ˈvɪnsɛnt ˈʋɪl...</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Vincent_van_Gogh</td>\n",
       "      <td>877</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>9</td>\n",
       "      <td>Gustav Klimt</td>\n",
       "      <td>1862 - 1918</td>\n",
       "      <td>Symbolism,Art Nouveau</td>\n",
       "      <td>Austrian</td>\n",
       "      <td>Gustav Klimt (July 14, 1862 – February 6, 1918...</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Gustav_Klimt</td>\n",
       "      <td>117</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>10</td>\n",
       "      <td>Hieronymus Bosch</td>\n",
       "      <td>1450 - 1516</td>\n",
       "      <td>Northern Renaissance</td>\n",
       "      <td>Dutch</td>\n",
       "      <td>Hieronymus Bosch ( (listen); Dutch: [ɦijeːˈroː...</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Hieronymus_Bosch</td>\n",
       "      <td>137</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>11</td>\n",
       "      <td>Kazimir Malevich</td>\n",
       "      <td>1879 - 1935</td>\n",
       "      <td>Suprematism</td>\n",
       "      <td>Russian</td>\n",
       "      <td>Kazimir Severinovich Malevich (February 23 [O....</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Kazimir_Malevich</td>\n",
       "      <td>126</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>12</td>\n",
       "      <td>Mikhail Vrubel</td>\n",
       "      <td>1856 - 1910</td>\n",
       "      <td>Symbolism</td>\n",
       "      <td>Russian</td>\n",
       "      <td>Mikhail Aleksandrovich Vrubel (Russian: Михаи́...</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Mikhail_Vrubel</td>\n",
       "      <td>171</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>13</td>\n",
       "      <td>Pablo Picasso</td>\n",
       "      <td>1881 - 1973</td>\n",
       "      <td>Cubism</td>\n",
       "      <td>Spanish</td>\n",
       "      <td>Pablo Ruiz Picasso (; Spanish: [ˈpaβlo piˈkaso...</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Pablo_Picasso</td>\n",
       "      <td>439</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>14</td>\n",
       "      <td>Peter Paul Rubens</td>\n",
       "      <td>1577 - 1640</td>\n",
       "      <td>Baroque</td>\n",
       "      <td>Flemish</td>\n",
       "      <td>Sir Peter Paul Rubens (; Dutch: [ˈrybə(n)s]; 2...</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Peter_Paul_Rubens</td>\n",
       "      <td>141</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>15</td>\n",
       "      <td>Pierre-Auguste Renoir</td>\n",
       "      <td>1841 - 1919</td>\n",
       "      <td>Impressionism</td>\n",
       "      <td>French</td>\n",
       "      <td>Pierre-Auguste Renoir, commonly known as Augus...</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Pierre-Auguste_Re...</td>\n",
       "      <td>336</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>16</td>\n",
       "      <td>Francisco Goya</td>\n",
       "      <td>1746 - 1828</td>\n",
       "      <td>Romanticism</td>\n",
       "      <td>Spanish</td>\n",
       "      <td>Francisco José de Goya y Lucientes (; Spanish:...</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Francisco_Goya</td>\n",
       "      <td>291</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>17</td>\n",
       "      <td>Frida Kahlo</td>\n",
       "      <td>1907 - 1954</td>\n",
       "      <td>Primitivism,Surrealism</td>\n",
       "      <td>Mexican</td>\n",
       "      <td>Frida Kahlo de Rivera (Spanish pronunciation: ...</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Frida_Kahlo</td>\n",
       "      <td>120</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>18</td>\n",
       "      <td>El Greco</td>\n",
       "      <td>1541 - 1614</td>\n",
       "      <td>Mannerism</td>\n",
       "      <td>Spanish,Greek</td>\n",
       "      <td>Doménikos Theotokópoulos (Greek: Δομήνικος Θεο...</td>\n",
       "      <td>http://en.wikipedia.org/wiki/El_Greco</td>\n",
       "      <td>87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>19</td>\n",
       "      <td>Albrecht Dürer</td>\n",
       "      <td>1471 - 1528</td>\n",
       "      <td>Northern Renaissance</td>\n",
       "      <td>German</td>\n",
       "      <td>Albrecht Dürer (; German: [ˈʔalbʁɛçt ˈdyːʁɐ]; ...</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Albrecht_Dürer</td>\n",
       "      <td>328</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>20</td>\n",
       "      <td>Alfred Sisley</td>\n",
       "      <td>1839 - 1899</td>\n",
       "      <td>Impressionism</td>\n",
       "      <td>French,British</td>\n",
       "      <td>Alfred Sisley (; French: [sislɛ]; 30 October 1...</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Alfred_Sisley</td>\n",
       "      <td>259</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>21</td>\n",
       "      <td>Pieter Bruegel</td>\n",
       "      <td>1525 - 1569</td>\n",
       "      <td>Northern Renaissance</td>\n",
       "      <td>Flemish</td>\n",
       "      <td>Pieter Bruegel (also Brueghel) the Elder (Dutc...</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Pieter_Bruegel_th...</td>\n",
       "      <td>134</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>22</td>\n",
       "      <td>Marc Chagall</td>\n",
       "      <td>1887 - 1985</td>\n",
       "      <td>Primitivism</td>\n",
       "      <td>French,Jewish,Belarusian</td>\n",
       "      <td>Marc Zakharovich Chagall ( shə-GAHL; born Mois...</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Marc_Chagall</td>\n",
       "      <td>239</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>23</td>\n",
       "      <td>Giotto di Bondone</td>\n",
       "      <td>1266 - 1337</td>\n",
       "      <td>Proto Renaissance</td>\n",
       "      <td>Italian</td>\n",
       "      <td>Giotto di Bondone (Italian pronunciation: [ˈdʒ...</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Giotto_di_Bondone</td>\n",
       "      <td>119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>24</td>\n",
       "      <td>Sandro Botticelli</td>\n",
       "      <td>1445 - 1510</td>\n",
       "      <td>Early Renaissance</td>\n",
       "      <td>Italian</td>\n",
       "      <td>Alessandro (c. 1445 – May 17, 1510), known as ...</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Sandro_Botticelli</td>\n",
       "      <td>164</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>25</td>\n",
       "      <td>Caravaggio</td>\n",
       "      <td>1571 - 1610</td>\n",
       "      <td>Baroque</td>\n",
       "      <td>Italian</td>\n",
       "      <td>Michelangelo Merisi (Michele Angelo Merigi or ...</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Caravaggio</td>\n",
       "      <td>55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>26</td>\n",
       "      <td>Leonardo da Vinci</td>\n",
       "      <td>1452 - 1519</td>\n",
       "      <td>High Renaissance</td>\n",
       "      <td>Italian</td>\n",
       "      <td>Leonardo di ser Piero da Vinci (Italian: [leoˈ...</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Leonardo_da_Vinci</td>\n",
       "      <td>143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>27</td>\n",
       "      <td>Diego Velazquez</td>\n",
       "      <td>1599 - 1660</td>\n",
       "      <td>Baroque</td>\n",
       "      <td>Spanish</td>\n",
       "      <td>Diego Rodríguez de Silva y Velázquez (Spanish:...</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Diego_Velázquez</td>\n",
       "      <td>128</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>28</td>\n",
       "      <td>Henri Matisse</td>\n",
       "      <td>1869 - 1954</td>\n",
       "      <td>Impressionism,Post-Impressionism</td>\n",
       "      <td>French</td>\n",
       "      <td>Henri Émile Benoît Matisse (French: [ɑ̃ʁi emil...</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Henri_Matisse</td>\n",
       "      <td>186</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>29</td>\n",
       "      <td>Jan van Eyck</td>\n",
       "      <td>1395 - 1441</td>\n",
       "      <td>Northern Renaissance</td>\n",
       "      <td>Flemish</td>\n",
       "      <td>Jan van Eyck (Dutch: [ˈjɑn vɑn ˈɛik]) (before ...</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Jan_van_Eyck</td>\n",
       "      <td>81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>30</td>\n",
       "      <td>Edgar Degas</td>\n",
       "      <td>1834 - 1917</td>\n",
       "      <td>Impressionism</td>\n",
       "      <td>French</td>\n",
       "      <td>Edgar Degas (US:  or UK: ; born Hilaire-Germai...</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Edgar_Degas</td>\n",
       "      <td>702</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>31</td>\n",
       "      <td>Rembrandt</td>\n",
       "      <td>1606 - 1669</td>\n",
       "      <td>Baroque</td>\n",
       "      <td>Dutch</td>\n",
       "      <td>Rembrandt Harmenszoon van Rijn (; Dutch: [ˈrɛm...</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Rembrandt</td>\n",
       "      <td>262</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>32</td>\n",
       "      <td>Titian</td>\n",
       "      <td>1488 - 1576</td>\n",
       "      <td>High Renaissance,Mannerism</td>\n",
       "      <td>Italian</td>\n",
       "      <td>Tiziano Vecelli or Tiziano Vecellio (pronounce...</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Titian</td>\n",
       "      <td>255</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>33</td>\n",
       "      <td>Henri de Toulouse-Lautrec</td>\n",
       "      <td>1864 – 1901</td>\n",
       "      <td>Post-Impressionism</td>\n",
       "      <td>French</td>\n",
       "      <td>Henri Marie Raymond de Toulouse-Lautrec-Monfa ...</td>\n",
       "      <td>https://en.wikipedia.org/wiki/Henri_de_Toulous...</td>\n",
       "      <td>81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>34</td>\n",
       "      <td>Gustave Courbet</td>\n",
       "      <td>1819 - 1877</td>\n",
       "      <td>Realism</td>\n",
       "      <td>French</td>\n",
       "      <td>Jean Désiré Gustave Courbet (French: [ɡystav k...</td>\n",
       "      <td>https://en.wikipedia.org/wiki/Gustave_Courbet</td>\n",
       "      <td>59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>35</td>\n",
       "      <td>Camille Pissarro</td>\n",
       "      <td>1830 - 1903</td>\n",
       "      <td>Impressionism,Post-Impressionism</td>\n",
       "      <td>French</td>\n",
       "      <td>Camille Pissarro (French: [kamij pisaʁo]; 10 J...</td>\n",
       "      <td>https://en.wikipedia.org/wiki/Camille_Pissarro</td>\n",
       "      <td>91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>36</td>\n",
       "      <td>William Turner</td>\n",
       "      <td>1775 - 1851</td>\n",
       "      <td>Romanticism</td>\n",
       "      <td>British</td>\n",
       "      <td>Joseph Mallord William Turner  (23 April 1775 ...</td>\n",
       "      <td>https://en.wikipedia.org/wiki/J._M._W._Turner</td>\n",
       "      <td>66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>37</td>\n",
       "      <td>Edvard Munch</td>\n",
       "      <td>1863 - 1944</td>\n",
       "      <td>Symbolism,Expressionism</td>\n",
       "      <td>Norwegian</td>\n",
       "      <td>Edvard Munch (; Norwegian: [ˈɛdvɑʈ ˈmʊŋk] (lis...</td>\n",
       "      <td>https://en.wikipedia.org/wiki/Edvard_Munch</td>\n",
       "      <td>67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>38</td>\n",
       "      <td>Paul Cezanne</td>\n",
       "      <td>1839 – 1906</td>\n",
       "      <td>Post-Impressionism</td>\n",
       "      <td>French</td>\n",
       "      <td>Paul Cézanne (US:  or UK: ; French: [pɔl sezan...</td>\n",
       "      <td>https://en.wikipedia.org/wiki/Paul_Cézanne</td>\n",
       "      <td>47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>39</td>\n",
       "      <td>Eugene Delacroix</td>\n",
       "      <td>1798 – 1863</td>\n",
       "      <td>Romanticism</td>\n",
       "      <td>French</td>\n",
       "      <td>Ferdinand Victor Eugène Delacroix (; French: [...</td>\n",
       "      <td>https://en.wikipedia.org/wiki/Eugène_Delacroix</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>40</td>\n",
       "      <td>Henri Rousseau</td>\n",
       "      <td>1844 – 1910</td>\n",
       "      <td>Primitivism</td>\n",
       "      <td>French</td>\n",
       "      <td>Henri Julien Félix Rousseau (French: [ɑ̃ʁi ʒyl...</td>\n",
       "      <td>https://en.wikipedia.org/wiki/Henri_Rousseau</td>\n",
       "      <td>70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>41</td>\n",
       "      <td>Georges Seurat</td>\n",
       "      <td>1859 – 1891</td>\n",
       "      <td>Post-Impressionism</td>\n",
       "      <td>French</td>\n",
       "      <td>Georges-Pierre Seurat (French: [ʒɔʁʒ pjɛʁ sœʁa...</td>\n",
       "      <td>https://en.wikipedia.org/wiki/Georges_Seurat</td>\n",
       "      <td>43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>42</td>\n",
       "      <td>Paul Klee</td>\n",
       "      <td>1879 – 1940</td>\n",
       "      <td>Expressionism,Abstractionism,Surrealism</td>\n",
       "      <td>German,Swiss</td>\n",
       "      <td>Paul Klee (German: [paʊ̯l ˈkleː]; 18 December ...</td>\n",
       "      <td>https://en.wikipedia.org/wiki/Paul_Klee</td>\n",
       "      <td>188</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>43</td>\n",
       "      <td>Piet Mondrian</td>\n",
       "      <td>1872 – 1944</td>\n",
       "      <td>Neoplasticism</td>\n",
       "      <td>Dutch</td>\n",
       "      <td>Pieter Cornelis Mondriaan, after 1906 Piet Mon...</td>\n",
       "      <td>https://en.wikipedia.org/wiki/Piet_Mondrian</td>\n",
       "      <td>84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>44</td>\n",
       "      <td>Joan Miro</td>\n",
       "      <td>1893 – 1983</td>\n",
       "      <td>Surrealism</td>\n",
       "      <td>Spanish</td>\n",
       "      <td>Joan Miró i Ferrà (; Catalan: [ʒuˈam miˈɾo j f...</td>\n",
       "      <td>https://en.wikipedia.org/wiki/Joan_Miró</td>\n",
       "      <td>102</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>45</td>\n",
       "      <td>Andy Warhol</td>\n",
       "      <td>1928 – 1987</td>\n",
       "      <td>Pop Art</td>\n",
       "      <td>American</td>\n",
       "      <td>Andy Warhol (; born Andrew Warhola; August 6, ...</td>\n",
       "      <td>https://en.wikipedia.org/wiki/Andy_Warhol</td>\n",
       "      <td>181</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>46</td>\n",
       "      <td>Paul Gauguin</td>\n",
       "      <td>1848 – 1903</td>\n",
       "      <td>Symbolism,Post-Impressionism</td>\n",
       "      <td>French</td>\n",
       "      <td>Eugène Henri Paul Gauguin (UK: , US: ; French:...</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Paul_Gauguin</td>\n",
       "      <td>311</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>47</td>\n",
       "      <td>Raphael</td>\n",
       "      <td>1483 – 1520</td>\n",
       "      <td>High Renaissance</td>\n",
       "      <td>Italian</td>\n",
       "      <td>Raffaello Sanzio da Urbino (Italian: [raffaˈɛl...</td>\n",
       "      <td>https://en.wikipedia.org/wiki/Raphael</td>\n",
       "      <td>109</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>48</td>\n",
       "      <td>Michelangelo</td>\n",
       "      <td>1475 – 1564</td>\n",
       "      <td>High Renaissance</td>\n",
       "      <td>Italian</td>\n",
       "      <td>Michelangelo di Lodovico Buonarroti Simoni or ...</td>\n",
       "      <td>https://en.wikipedia.org/wiki/Michelangelo</td>\n",
       "      <td>49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>49</td>\n",
       "      <td>Jackson Pollock</td>\n",
       "      <td>1912 – 1956</td>\n",
       "      <td>Abstract Expressionism</td>\n",
       "      <td>American</td>\n",
       "      <td>Paul Jackson Pollock (; January 28, 1912 – Aug...</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Jackson_Pollock</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    id                       name        years  \\\n",
       "0    0          Amedeo Modigliani  1884 - 1920   \n",
       "1    1         Vasiliy Kandinskiy  1866 - 1944   \n",
       "2    2               Diego Rivera  1886 - 1957   \n",
       "3    3               Claude Monet  1840 - 1926   \n",
       "4    4              Rene Magritte  1898 - 1967   \n",
       "5    5              Salvador Dali  1904 - 1989   \n",
       "6    6              Edouard Manet  1832 - 1883   \n",
       "7    7              Andrei Rublev  1360 - 1430   \n",
       "8    8           Vincent van Gogh  1853 – 1890   \n",
       "9    9               Gustav Klimt  1862 - 1918   \n",
       "10  10           Hieronymus Bosch  1450 - 1516   \n",
       "11  11           Kazimir Malevich  1879 - 1935   \n",
       "12  12             Mikhail Vrubel  1856 - 1910   \n",
       "13  13              Pablo Picasso  1881 - 1973   \n",
       "14  14          Peter Paul Rubens  1577 - 1640   \n",
       "15  15      Pierre-Auguste Renoir  1841 - 1919   \n",
       "16  16             Francisco Goya  1746 - 1828   \n",
       "17  17                Frida Kahlo  1907 - 1954   \n",
       "18  18                   El Greco  1541 - 1614   \n",
       "19  19             Albrecht Dürer  1471 - 1528   \n",
       "20  20              Alfred Sisley  1839 - 1899   \n",
       "21  21             Pieter Bruegel  1525 - 1569   \n",
       "22  22               Marc Chagall  1887 - 1985   \n",
       "23  23          Giotto di Bondone  1266 - 1337   \n",
       "24  24          Sandro Botticelli  1445 - 1510   \n",
       "25  25                 Caravaggio  1571 - 1610   \n",
       "26  26          Leonardo da Vinci  1452 - 1519   \n",
       "27  27            Diego Velazquez  1599 - 1660   \n",
       "28  28              Henri Matisse  1869 - 1954   \n",
       "29  29               Jan van Eyck  1395 - 1441   \n",
       "30  30                Edgar Degas  1834 - 1917   \n",
       "31  31                  Rembrandt  1606 - 1669   \n",
       "32  32                     Titian  1488 - 1576   \n",
       "33  33  Henri de Toulouse-Lautrec  1864 – 1901   \n",
       "34  34            Gustave Courbet  1819 - 1877   \n",
       "35  35           Camille Pissarro  1830 - 1903   \n",
       "36  36             William Turner  1775 - 1851   \n",
       "37  37               Edvard Munch  1863 - 1944   \n",
       "38  38               Paul Cezanne  1839 – 1906   \n",
       "39  39           Eugene Delacroix  1798 – 1863   \n",
       "40  40             Henri Rousseau  1844 – 1910   \n",
       "41  41             Georges Seurat  1859 – 1891   \n",
       "42  42                  Paul Klee  1879 – 1940   \n",
       "43  43              Piet Mondrian  1872 – 1944   \n",
       "44  44                  Joan Miro  1893 – 1983   \n",
       "45  45                Andy Warhol  1928 – 1987   \n",
       "46  46               Paul Gauguin  1848 – 1903   \n",
       "47  47                    Raphael  1483 – 1520   \n",
       "48  48               Michelangelo  1475 – 1564   \n",
       "49  49            Jackson Pollock  1912 – 1956   \n",
       "\n",
       "                                      genre               nationality  \\\n",
       "0                             Expressionism                   Italian   \n",
       "1              Expressionism,Abstractionism                   Russian   \n",
       "2                   Social Realism,Muralism                   Mexican   \n",
       "3                             Impressionism                    French   \n",
       "4                  Surrealism,Impressionism                   Belgian   \n",
       "5                                Surrealism                   Spanish   \n",
       "6                     Realism,Impressionism                    French   \n",
       "7                             Byzantine Art                   Russian   \n",
       "8                        Post-Impressionism                     Dutch   \n",
       "9                     Symbolism,Art Nouveau                  Austrian   \n",
       "10                     Northern Renaissance                     Dutch   \n",
       "11                              Suprematism                   Russian   \n",
       "12                                Symbolism                   Russian   \n",
       "13                                   Cubism                   Spanish   \n",
       "14                                  Baroque                   Flemish   \n",
       "15                            Impressionism                    French   \n",
       "16                              Romanticism                   Spanish   \n",
       "17                   Primitivism,Surrealism                   Mexican   \n",
       "18                                Mannerism             Spanish,Greek   \n",
       "19                     Northern Renaissance                    German   \n",
       "20                            Impressionism            French,British   \n",
       "21                     Northern Renaissance                   Flemish   \n",
       "22                              Primitivism  French,Jewish,Belarusian   \n",
       "23                        Proto Renaissance                   Italian   \n",
       "24                        Early Renaissance                   Italian   \n",
       "25                                  Baroque                   Italian   \n",
       "26                         High Renaissance                   Italian   \n",
       "27                                  Baroque                   Spanish   \n",
       "28         Impressionism,Post-Impressionism                    French   \n",
       "29                     Northern Renaissance                   Flemish   \n",
       "30                            Impressionism                    French   \n",
       "31                                  Baroque                     Dutch   \n",
       "32               High Renaissance,Mannerism                   Italian   \n",
       "33                       Post-Impressionism                    French   \n",
       "34                                  Realism                    French   \n",
       "35         Impressionism,Post-Impressionism                    French   \n",
       "36                              Romanticism                   British   \n",
       "37                  Symbolism,Expressionism                 Norwegian   \n",
       "38                       Post-Impressionism                    French   \n",
       "39                              Romanticism                    French   \n",
       "40                              Primitivism                    French   \n",
       "41                       Post-Impressionism                    French   \n",
       "42  Expressionism,Abstractionism,Surrealism              German,Swiss   \n",
       "43                            Neoplasticism                     Dutch   \n",
       "44                               Surrealism                   Spanish   \n",
       "45                                  Pop Art                  American   \n",
       "46             Symbolism,Post-Impressionism                    French   \n",
       "47                         High Renaissance                   Italian   \n",
       "48                         High Renaissance                   Italian   \n",
       "49                   Abstract Expressionism                  American   \n",
       "\n",
       "                                                  bio  \\\n",
       "0   Amedeo Clemente Modigliani (Italian pronunciat...   \n",
       "1   Wassily Wassilyevich Kandinsky (Russian: Васи́...   \n",
       "2   Diego María de la Concepción Juan Nepomuceno E...   \n",
       "3   Oscar-Claude Monet (; French: [klod mɔnɛ]; 14 ...   \n",
       "4   René François Ghislain Magritte (French: [ʁəne...   \n",
       "5   Salvador Domingo Felipe Jacinto Dalí i Domènec...   \n",
       "6   Édouard Manet (US: ; UK: ; French: [edwaʁ manɛ...   \n",
       "7   Andrei Rublev (Russian: Андре́й Рублёв, IPA: [...   \n",
       "8   Vincent Willem van Gogh (Dutch: [ˈvɪnsɛnt ˈʋɪl...   \n",
       "9   Gustav Klimt (July 14, 1862 – February 6, 1918...   \n",
       "10  Hieronymus Bosch ( (listen); Dutch: [ɦijeːˈroː...   \n",
       "11  Kazimir Severinovich Malevich (February 23 [O....   \n",
       "12  Mikhail Aleksandrovich Vrubel (Russian: Михаи́...   \n",
       "13  Pablo Ruiz Picasso (; Spanish: [ˈpaβlo piˈkaso...   \n",
       "14  Sir Peter Paul Rubens (; Dutch: [ˈrybə(n)s]; 2...   \n",
       "15  Pierre-Auguste Renoir, commonly known as Augus...   \n",
       "16  Francisco José de Goya y Lucientes (; Spanish:...   \n",
       "17  Frida Kahlo de Rivera (Spanish pronunciation: ...   \n",
       "18  Doménikos Theotokópoulos (Greek: Δομήνικος Θεο...   \n",
       "19  Albrecht Dürer (; German: [ˈʔalbʁɛçt ˈdyːʁɐ]; ...   \n",
       "20  Alfred Sisley (; French: [sislɛ]; 30 October 1...   \n",
       "21  Pieter Bruegel (also Brueghel) the Elder (Dutc...   \n",
       "22  Marc Zakharovich Chagall ( shə-GAHL; born Mois...   \n",
       "23  Giotto di Bondone (Italian pronunciation: [ˈdʒ...   \n",
       "24  Alessandro (c. 1445 – May 17, 1510), known as ...   \n",
       "25  Michelangelo Merisi (Michele Angelo Merigi or ...   \n",
       "26  Leonardo di ser Piero da Vinci (Italian: [leoˈ...   \n",
       "27  Diego Rodríguez de Silva y Velázquez (Spanish:...   \n",
       "28  Henri Émile Benoît Matisse (French: [ɑ̃ʁi emil...   \n",
       "29  Jan van Eyck (Dutch: [ˈjɑn vɑn ˈɛik]) (before ...   \n",
       "30  Edgar Degas (US:  or UK: ; born Hilaire-Germai...   \n",
       "31  Rembrandt Harmenszoon van Rijn (; Dutch: [ˈrɛm...   \n",
       "32  Tiziano Vecelli or Tiziano Vecellio (pronounce...   \n",
       "33  Henri Marie Raymond de Toulouse-Lautrec-Monfa ...   \n",
       "34  Jean Désiré Gustave Courbet (French: [ɡystav k...   \n",
       "35  Camille Pissarro (French: [kamij pisaʁo]; 10 J...   \n",
       "36  Joseph Mallord William Turner  (23 April 1775 ...   \n",
       "37  Edvard Munch (; Norwegian: [ˈɛdvɑʈ ˈmʊŋk] (lis...   \n",
       "38  Paul Cézanne (US:  or UK: ; French: [pɔl sezan...   \n",
       "39  Ferdinand Victor Eugène Delacroix (; French: [...   \n",
       "40  Henri Julien Félix Rousseau (French: [ɑ̃ʁi ʒyl...   \n",
       "41  Georges-Pierre Seurat (French: [ʒɔʁʒ pjɛʁ sœʁa...   \n",
       "42  Paul Klee (German: [paʊ̯l ˈkleː]; 18 December ...   \n",
       "43  Pieter Cornelis Mondriaan, after 1906 Piet Mon...   \n",
       "44  Joan Miró i Ferrà (; Catalan: [ʒuˈam miˈɾo j f...   \n",
       "45  Andy Warhol (; born Andrew Warhola; August 6, ...   \n",
       "46  Eugène Henri Paul Gauguin (UK: , US: ; French:...   \n",
       "47  Raffaello Sanzio da Urbino (Italian: [raffaˈɛl...   \n",
       "48  Michelangelo di Lodovico Buonarroti Simoni or ...   \n",
       "49  Paul Jackson Pollock (; January 28, 1912 – Aug...   \n",
       "\n",
       "                                            wikipedia  paintings  \n",
       "0      http://en.wikipedia.org/wiki/Amedeo_Modigliani        193  \n",
       "1      http://en.wikipedia.org/wiki/Wassily_Kandinsky         88  \n",
       "2           http://en.wikipedia.org/wiki/Diego_Rivera         70  \n",
       "3           http://en.wikipedia.org/wiki/Claude_Monet         73  \n",
       "4          http://en.wikipedia.org/wiki/René_Magritte        194  \n",
       "5          http://en.wikipedia.org/wiki/Salvador_Dalí        139  \n",
       "6          http://en.wikipedia.org/wiki/Édouard_Manet         90  \n",
       "7          http://en.wikipedia.org/wiki/Andrei_Rublev         99  \n",
       "8       http://en.wikipedia.org/wiki/Vincent_van_Gogh        877  \n",
       "9           http://en.wikipedia.org/wiki/Gustav_Klimt        117  \n",
       "10      http://en.wikipedia.org/wiki/Hieronymus_Bosch        137  \n",
       "11      http://en.wikipedia.org/wiki/Kazimir_Malevich        126  \n",
       "12        http://en.wikipedia.org/wiki/Mikhail_Vrubel        171  \n",
       "13         http://en.wikipedia.org/wiki/Pablo_Picasso        439  \n",
       "14     http://en.wikipedia.org/wiki/Peter_Paul_Rubens        141  \n",
       "15  http://en.wikipedia.org/wiki/Pierre-Auguste_Re...        336  \n",
       "16        http://en.wikipedia.org/wiki/Francisco_Goya        291  \n",
       "17           http://en.wikipedia.org/wiki/Frida_Kahlo        120  \n",
       "18              http://en.wikipedia.org/wiki/El_Greco         87  \n",
       "19        http://en.wikipedia.org/wiki/Albrecht_Dürer        328  \n",
       "20         http://en.wikipedia.org/wiki/Alfred_Sisley        259  \n",
       "21  http://en.wikipedia.org/wiki/Pieter_Bruegel_th...        134  \n",
       "22          http://en.wikipedia.org/wiki/Marc_Chagall        239  \n",
       "23     http://en.wikipedia.org/wiki/Giotto_di_Bondone        119  \n",
       "24     http://en.wikipedia.org/wiki/Sandro_Botticelli        164  \n",
       "25            http://en.wikipedia.org/wiki/Caravaggio         55  \n",
       "26     http://en.wikipedia.org/wiki/Leonardo_da_Vinci        143  \n",
       "27       http://en.wikipedia.org/wiki/Diego_Velázquez        128  \n",
       "28         http://en.wikipedia.org/wiki/Henri_Matisse        186  \n",
       "29          http://en.wikipedia.org/wiki/Jan_van_Eyck         81  \n",
       "30           http://en.wikipedia.org/wiki/Edgar_Degas        702  \n",
       "31             http://en.wikipedia.org/wiki/Rembrandt        262  \n",
       "32                http://en.wikipedia.org/wiki/Titian        255  \n",
       "33  https://en.wikipedia.org/wiki/Henri_de_Toulous...         81  \n",
       "34      https://en.wikipedia.org/wiki/Gustave_Courbet         59  \n",
       "35     https://en.wikipedia.org/wiki/Camille_Pissarro         91  \n",
       "36      https://en.wikipedia.org/wiki/J._M._W._Turner         66  \n",
       "37         https://en.wikipedia.org/wiki/Edvard_Munch         67  \n",
       "38         https://en.wikipedia.org/wiki/Paul_Cézanne         47  \n",
       "39     https://en.wikipedia.org/wiki/Eugène_Delacroix         31  \n",
       "40       https://en.wikipedia.org/wiki/Henri_Rousseau         70  \n",
       "41       https://en.wikipedia.org/wiki/Georges_Seurat         43  \n",
       "42            https://en.wikipedia.org/wiki/Paul_Klee        188  \n",
       "43        https://en.wikipedia.org/wiki/Piet_Mondrian         84  \n",
       "44            https://en.wikipedia.org/wiki/Joan_Miró        102  \n",
       "45          https://en.wikipedia.org/wiki/Andy_Warhol        181  \n",
       "46          http://en.wikipedia.org/wiki/Paul_Gauguin        311  \n",
       "47              https://en.wikipedia.org/wiki/Raphael        109  \n",
       "48         https://en.wikipedia.org/wiki/Michelangelo         49  \n",
       "49       http://en.wikipedia.org/wiki/Jackson_Pollock         24  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dane"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "de346eed",
   "metadata": {},
   "source": [
    "Wnioski:\n",
    "Dane zawierają informacje o 50ciu artystach:\n",
    "\n",
    "\n",
    "Problemy:\n",
    "- Niezbalansowane dane. Więcej niż 200 obrazów tylko 11 artystów."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "14058e2f-2849-447c-af3c-88776719ea22",
   "metadata": {},
   "source": [
    "# Model 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "59c3ede0-e2c5-4d9c-b48a-b69af917529c",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Funkcja do tworzenia zbiorów danych na podstawie minimalnej liczby obrazów\n",
    "def create_datasets(min_images, data_dir, train_dir, val_dir):\n",
    "    os.makedirs(train_dir, exist_ok=True)\n",
    "    os.makedirs(val_dir, exist_ok=True)\n",
    "\n",
    "    for artist in os.listdir(data_dir):\n",
    "        artist_dir = os.path.join(data_dir, artist)\n",
    "        if os.path.isdir(artist_dir):\n",
    "            images = os.listdir(artist_dir)\n",
    "            if len(images) >= min_images:\n",
    "                image_paths = [os.path.join(artist_dir, img) for img in images]\n",
    "                \n",
    "                # Podział danych w proporcji 80:20\n",
    "                train_images, val_images = train_test_split(image_paths, test_size=0.2, random_state=42)\n",
    "                \n",
    "                # Tworzenie folderów dla artystów w zbiorze treningowym i walidacyjnym\n",
    "                os.makedirs(os.path.join(train_dir, artist), exist_ok=True)\n",
    "                os.makedirs(os.path.join(val_dir, artist), exist_ok=True)\n",
    "                \n",
    "                # Przenoszenie obrazów do odpowiednich folderów\n",
    "                for image in train_images:\n",
    "                    shutil.copy(image, os.path.join(train_dir, artist, os.path.basename(image)))\n",
    "                for image in val_images:\n",
    "                    shutil.copy(image, os.path.join(val_dir, artist, os.path.basename(image)))\n",
    "\n",
    "# Ustawienia ścieżek\n",
    "base_data_dir = 'data/images/images'\n",
    "base_train_dir = 'data/images/train_augmentedcut'\n",
    "base_val_dir = 'data/images/val_augmentedcut'\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "0ee5e55b-269c-4ded-8ae0-001d8c50e7d1",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Found 5659 images belonging to 30 classes.\n",
      "Found 1432 images belonging to 30 classes.\n",
      "Liczba klas (min_images=100): 30\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\agawr\\anaconda3\\envs\\tf_env\\lib\\site-packages\\keras\\src\\layers\\convolutional\\base_conv.py:107: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n",
      "  super().__init__(activity_regularizer=activity_regularizer, **kwargs)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/50\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\agawr\\anaconda3\\envs\\tf_env\\lib\\site-packages\\keras\\src\\trainers\\data_adapters\\py_dataset_adapter.py:122: UserWarning: Your `PyDataset` class should call `super().__init__(**kwargs)` in its constructor. `**kwargs` can include `workers`, `use_multiprocessing`, `max_queue_size`. Do not pass these arguments to `fit()`, as they will be ignored.\n",
      "  self._warn_if_super_not_called()\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[1m177/177\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m269s\u001b[0m 1s/step - accuracy: 0.1079 - loss: 12.2511 - val_accuracy: 0.0552 - val_loss: 7.3958\n",
      "Epoch 2/50\n",
      "\u001b[1m177/177\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m197s\u001b[0m 1s/step - accuracy: 0.1182 - loss: 4.4696 - val_accuracy: 0.1020 - val_loss: 4.0231\n",
      "Epoch 3/50\n",
      "\u001b[1m177/177\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m198s\u001b[0m 1s/step - accuracy: 0.1413 - loss: 3.7972 - val_accuracy: 0.1620 - val_loss: 3.5774\n",
      "Epoch 4/50\n",
      "\u001b[1m177/177\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m204s\u001b[0m 1s/step - accuracy: 0.1479 - loss: 3.5606 - val_accuracy: 0.0845 - val_loss: 4.5302\n",
      "Epoch 5/50\n",
      "\u001b[1m177/177\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m198s\u001b[0m 1s/step - accuracy: 0.1418 - loss: 3.5284 - val_accuracy: 0.1858 - val_loss: 3.2858\n",
      "Epoch 6/50\n",
      "\u001b[1m177/177\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m206s\u001b[0m 1s/step - accuracy: 0.1692 - loss: 3.2857 - val_accuracy: 0.1948 - val_loss: 4.3571\n",
      "Epoch 7/50\n",
      "\u001b[1m177/177\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m198s\u001b[0m 1s/step - accuracy: 0.1858 - loss: 3.2207 - val_accuracy: 0.1641 - val_loss: 4.0179\n",
      "Epoch 8/50\n",
      "\u001b[1m177/177\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m211s\u001b[0m 1s/step - accuracy: 0.2250 - loss: 3.0272 - val_accuracy: 0.1872 - val_loss: 4.9424\n",
      "Epoch 9/50\n",
      "\u001b[1m177/177\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m220s\u001b[0m 1s/step - accuracy: 0.2186 - loss: 2.9790 - val_accuracy: 0.1802 - val_loss: 6.8003\n",
      "Epoch 10/50\n",
      "\u001b[1m177/177\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m199s\u001b[0m 1s/step - accuracy: 0.2408 - loss: 2.8731 - val_accuracy: 0.1885 - val_loss: 3.0724\n",
      "Epoch 11/50\n",
      "\u001b[1m177/177\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m207s\u001b[0m 1s/step - accuracy: 0.2626 - loss: 2.8260 - val_accuracy: 0.2542 - val_loss: 3.7006\n",
      "Epoch 12/50\n",
      "\u001b[1m177/177\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m201s\u001b[0m 1s/step - accuracy: 0.2508 - loss: 2.8296 - val_accuracy: 0.2535 - val_loss: 2.8152\n",
      "Epoch 13/50\n",
      "\u001b[1m177/177\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m210s\u001b[0m 1s/step - accuracy: 0.2672 - loss: 2.8036 - val_accuracy: 0.2521 - val_loss: 3.1879\n",
      "Epoch 14/50\n",
      "\u001b[1m177/177\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m206s\u001b[0m 1s/step - accuracy: 0.2656 - loss: 2.8050 - val_accuracy: 0.2493 - val_loss: 3.6185\n",
      "Epoch 15/50\n",
      "\u001b[1m177/177\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m206s\u001b[0m 1s/step - accuracy: 0.2894 - loss: 2.7417 - val_accuracy: 0.2828 - val_loss: 2.7906\n",
      "Epoch 16/50\n",
      "\u001b[1m177/177\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m212s\u001b[0m 1s/step - accuracy: 0.2906 - loss: 2.6734 - val_accuracy: 0.2556 - val_loss: 3.9315\n",
      "Epoch 17/50\n",
      "\u001b[1m177/177\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m207s\u001b[0m 1s/step - accuracy: 0.2912 - loss: 2.7189 - val_accuracy: 0.1823 - val_loss: 5.0911\n",
      "Epoch 18/50\n",
      "\u001b[1m177/177\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m209s\u001b[0m 1s/step - accuracy: 0.2806 - loss: 2.6850 - val_accuracy: 0.2703 - val_loss: 3.1963\n",
      "Epoch 19/50\n",
      "\u001b[1m177/177\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m213s\u001b[0m 1s/step - accuracy: 0.2943 - loss: 2.6551 - val_accuracy: 0.2437 - val_loss: 3.3128\n",
      "Epoch 20/50\n",
      "\u001b[1m177/177\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m203s\u001b[0m 1s/step - accuracy: 0.3015 - loss: 2.6760 - val_accuracy: 0.2353 - val_loss: 3.7061\n",
      "Epoch 21/50\n",
      "\u001b[1m177/177\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m204s\u001b[0m 1s/step - accuracy: 0.3004 - loss: 2.7187 - val_accuracy: 0.2828 - val_loss: 3.0128\n",
      "Epoch 22/50\n",
      "\u001b[1m177/177\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m200s\u001b[0m 1s/step - accuracy: 0.2939 - loss: 2.6366 - val_accuracy: 0.2556 - val_loss: 4.6572\n",
      "Epoch 23/50\n",
      "\u001b[1m177/177\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m202s\u001b[0m 1s/step - accuracy: 0.2981 - loss: 2.6267 - val_accuracy: 0.2709 - val_loss: 3.0826\n",
      "Epoch 24/50\n",
      "\u001b[1m177/177\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m198s\u001b[0m 1s/step - accuracy: 0.3034 - loss: 2.6088 - val_accuracy: 0.2123 - val_loss: 4.8722\n",
      "Epoch 25/50\n",
      "\u001b[1m177/177\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m209s\u001b[0m 1s/step - accuracy: 0.3099 - loss: 2.6436 - val_accuracy: 0.2437 - val_loss: 4.1250\n",
      "Epoch 26/50\n",
      "\u001b[1m177/177\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m225s\u001b[0m 1s/step - accuracy: 0.3090 - loss: 2.5869 - val_accuracy: 0.3163 - val_loss: 3.1947\n",
      "Epoch 27/50\n",
      "\u001b[1m177/177\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m248s\u001b[0m 1s/step - accuracy: 0.3068 - loss: 2.6218 - val_accuracy: 0.3066 - val_loss: 2.9958\n",
      "Epoch 28/50\n",
      "\u001b[1m177/177\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m237s\u001b[0m 1s/step - accuracy: 0.3087 - loss: 2.5654 - val_accuracy: 0.2444 - val_loss: 3.3819\n",
      "Epoch 29/50\n",
      "\u001b[1m177/177\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m220s\u001b[0m 1s/step - accuracy: 0.3167 - loss: 2.5363 - val_accuracy: 0.2877 - val_loss: 2.9802\n",
      "Epoch 30/50\n",
      "\u001b[1m177/177\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m201s\u001b[0m 1s/step - accuracy: 0.3088 - loss: 2.5407 - val_accuracy: 0.2647 - val_loss: 3.3008\n",
      "Epoch 31/50\n",
      "\u001b[1m177/177\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m244s\u001b[0m 1s/step - accuracy: 0.3156 - loss: 2.5145 - val_accuracy: 0.2416 - val_loss: 3.2334\n",
      "Epoch 32/50\n",
      "\u001b[1m177/177\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m251s\u001b[0m 1s/step - accuracy: 0.3162 - loss: 2.5162 - val_accuracy: 0.2835 - val_loss: 3.3500\n",
      "Epoch 33/50\n",
      "\u001b[1m177/177\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m221s\u001b[0m 1s/step - accuracy: 0.3245 - loss: 2.5220 - val_accuracy: 0.3191 - val_loss: 2.6323\n",
      "Epoch 34/50\n",
      "\u001b[1m177/177\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m226s\u001b[0m 1s/step - accuracy: 0.3052 - loss: 2.5457 - val_accuracy: 0.2514 - val_loss: 3.0839\n",
      "Epoch 35/50\n",
      "\u001b[1m177/177\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m251s\u001b[0m 1s/step - accuracy: 0.3226 - loss: 2.5494 - val_accuracy: 0.2961 - val_loss: 2.7391\n",
      "Epoch 36/50\n",
      "\u001b[1m177/177\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m248s\u001b[0m 1s/step - accuracy: 0.3238 - loss: 2.5083 - val_accuracy: 0.3261 - val_loss: 2.5640\n",
      "Epoch 37/50\n",
      "\u001b[1m177/177\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m232s\u001b[0m 1s/step - accuracy: 0.3263 - loss: 2.4992 - val_accuracy: 0.2842 - val_loss: 2.9173\n",
      "Epoch 38/50\n",
      "\u001b[1m177/177\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m247s\u001b[0m 1s/step - accuracy: 0.3324 - loss: 2.4637 - val_accuracy: 0.3087 - val_loss: 2.8312\n",
      "Epoch 39/50\n",
      "\u001b[1m177/177\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m240s\u001b[0m 1s/step - accuracy: 0.3389 - loss: 2.4498 - val_accuracy: 0.3212 - val_loss: 3.0297\n",
      "Epoch 40/50\n",
      "\u001b[1m177/177\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m209s\u001b[0m 1s/step - accuracy: 0.3460 - loss: 2.4522 - val_accuracy: 0.3135 - val_loss: 3.0765\n",
      "Epoch 41/50\n",
      "\u001b[1m177/177\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m215s\u001b[0m 1s/step - accuracy: 0.3462 - loss: 2.4201 - val_accuracy: 0.3031 - val_loss: 2.7322\n",
      "Epoch 42/50\n",
      "\u001b[1m177/177\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m241s\u001b[0m 1s/step - accuracy: 0.3319 - loss: 2.4499 - val_accuracy: 0.2975 - val_loss: 3.3532\n",
      "Epoch 43/50\n",
      "\u001b[1m177/177\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m247s\u001b[0m 1s/step - accuracy: 0.3483 - loss: 2.4198 - val_accuracy: 0.3268 - val_loss: 2.6158\n",
      "Epoch 44/50\n",
      "\u001b[1m177/177\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m248s\u001b[0m 1s/step - accuracy: 0.3521 - loss: 2.4165 - val_accuracy: 0.3436 - val_loss: 2.6480\n",
      "Epoch 45/50\n",
      "\u001b[1m177/177\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m252s\u001b[0m 1s/step - accuracy: 0.3384 - loss: 2.4076 - val_accuracy: 0.3115 - val_loss: 2.6474\n",
      "Epoch 46/50\n",
      "\u001b[1m177/177\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m249s\u001b[0m 1s/step - accuracy: 0.3540 - loss: 2.4047 - val_accuracy: 0.3212 - val_loss: 2.7915\n",
      "Epoch 47/50\n",
      "\u001b[1m177/177\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m250s\u001b[0m 1s/step - accuracy: 0.3490 - loss: 2.3817 - val_accuracy: 0.3855 - val_loss: 2.3694\n",
      "Epoch 48/50\n",
      "\u001b[1m177/177\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m213s\u001b[0m 1s/step - accuracy: 0.3607 - loss: 2.3488 - val_accuracy: 0.3666 - val_loss: 2.4345\n",
      "Epoch 49/50\n",
      "\u001b[1m177/177\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m228s\u001b[0m 1s/step - accuracy: 0.3643 - loss: 2.3201 - val_accuracy: 0.3869 - val_loss: 2.4606\n",
      "Epoch 50/50\n",
      "\u001b[1m177/177\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m237s\u001b[0m 1s/step - accuracy: 0.3616 - loss: 2.3719 - val_accuracy: 0.3205 - val_loss: 3.6974\n",
      "Model z minimalną liczbą obrazów 100 został wytrenowany.\n",
      "Found 3434 images belonging to 11 classes.\n",
      "Found 865 images belonging to 11 classes.\n",
      "Liczba klas (min_images=200): 11\n",
      "Epoch 1/50\n",
      "\u001b[1m108/108\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m217s\u001b[0m 2s/step - accuracy: 0.2279 - loss: 13.5339 - val_accuracy: 0.1376 - val_loss: 8.1312\n",
      "Epoch 2/50\n",
      "\u001b[1m108/108\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m160s\u001b[0m 1s/step - accuracy: 0.2601 - loss: 3.9453 - val_accuracy: 0.0763 - val_loss: 6.9926\n",
      "Epoch 3/50\n",
      "\u001b[1m108/108\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m154s\u001b[0m 1s/step - accuracy: 0.3217 - loss: 3.0375 - val_accuracy: 0.3017 - val_loss: 2.6566\n",
      "Epoch 4/50\n",
      "\u001b[1m108/108\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m153s\u001b[0m 1s/step - accuracy: 0.3011 - loss: 2.6198 - val_accuracy: 0.2451 - val_loss: 2.6727\n",
      "Epoch 5/50\n",
      "\u001b[1m108/108\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m154s\u001b[0m 1s/step - accuracy: 0.3289 - loss: 2.4033 - val_accuracy: 0.3503 - val_loss: 2.5678\n",
      "Epoch 6/50\n",
      "\u001b[1m108/108\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m145s\u001b[0m 1s/step - accuracy: 0.3476 - loss: 2.2547 - val_accuracy: 0.3272 - val_loss: 2.3967\n",
      "Epoch 7/50\n",
      "\u001b[1m108/108\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m127s\u001b[0m 1s/step - accuracy: 0.3788 - loss: 2.0726 - val_accuracy: 0.3341 - val_loss: 3.1560\n",
      "Epoch 8/50\n",
      "\u001b[1m108/108\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m126s\u001b[0m 1s/step - accuracy: 0.3818 - loss: 2.0935 - val_accuracy: 0.4023 - val_loss: 2.5174\n",
      "Epoch 9/50\n",
      "\u001b[1m108/108\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m126s\u001b[0m 1s/step - accuracy: 0.3893 - loss: 2.0220 - val_accuracy: 0.3607 - val_loss: 2.1383\n",
      "Epoch 10/50\n",
      "\u001b[1m108/108\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m127s\u001b[0m 1s/step - accuracy: 0.4194 - loss: 1.9602 - val_accuracy: 0.3919 - val_loss: 3.0764\n",
      "Epoch 11/50\n",
      "\u001b[1m108/108\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m126s\u001b[0m 1s/step - accuracy: 0.4181 - loss: 1.9262 - val_accuracy: 0.3965 - val_loss: 2.8636\n",
      "Epoch 12/50\n",
      "\u001b[1m108/108\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m126s\u001b[0m 1s/step - accuracy: 0.4287 - loss: 2.0056 - val_accuracy: 0.3780 - val_loss: 2.3253\n",
      "Epoch 13/50\n",
      "\u001b[1m108/108\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m126s\u001b[0m 1s/step - accuracy: 0.4310 - loss: 1.8806 - val_accuracy: 0.3642 - val_loss: 2.8969\n",
      "Epoch 14/50\n",
      "\u001b[1m108/108\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m126s\u001b[0m 1s/step - accuracy: 0.4221 - loss: 1.8809 - val_accuracy: 0.1584 - val_loss: 7.6121\n",
      "Epoch 15/50\n",
      "\u001b[1m108/108\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m126s\u001b[0m 1s/step - accuracy: 0.4416 - loss: 1.8917 - val_accuracy: 0.4092 - val_loss: 3.2474\n",
      "Epoch 16/50\n",
      "\u001b[1m108/108\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m127s\u001b[0m 1s/step - accuracy: 0.4532 - loss: 1.8094 - val_accuracy: 0.4335 - val_loss: 1.8246\n",
      "Epoch 17/50\n",
      "\u001b[1m108/108\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m131s\u001b[0m 1s/step - accuracy: 0.4283 - loss: 1.8376 - val_accuracy: 0.2971 - val_loss: 5.6881\n",
      "Epoch 18/50\n",
      "\u001b[1m108/108\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m128s\u001b[0m 1s/step - accuracy: 0.4701 - loss: 1.7902 - val_accuracy: 0.3503 - val_loss: 4.7337\n",
      "Epoch 19/50\n",
      "\u001b[1m108/108\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m129s\u001b[0m 1s/step - accuracy: 0.4688 - loss: 1.7929 - val_accuracy: 0.4636 - val_loss: 1.9713\n",
      "Epoch 20/50\n",
      "\u001b[1m108/108\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m141s\u001b[0m 1s/step - accuracy: 0.4790 - loss: 1.8059 - val_accuracy: 0.4081 - val_loss: 2.5375\n",
      "Epoch 21/50\n",
      "\u001b[1m108/108\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m147s\u001b[0m 1s/step - accuracy: 0.4677 - loss: 1.8038 - val_accuracy: 0.3110 - val_loss: 4.7613\n",
      "Epoch 22/50\n",
      "\u001b[1m108/108\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m138s\u001b[0m 1s/step - accuracy: 0.4842 - loss: 1.7281 - val_accuracy: 0.4139 - val_loss: 2.3378\n",
      "Epoch 23/50\n",
      "\u001b[1m108/108\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m141s\u001b[0m 1s/step - accuracy: 0.4845 - loss: 1.7041 - val_accuracy: 0.4162 - val_loss: 2.4017\n",
      "Epoch 24/50\n",
      "\u001b[1m108/108\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m142s\u001b[0m 1s/step - accuracy: 0.4956 - loss: 1.7601 - val_accuracy: 0.4023 - val_loss: 3.0869\n",
      "Epoch 25/50\n",
      "\u001b[1m108/108\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m140s\u001b[0m 1s/step - accuracy: 0.4830 - loss: 1.7691 - val_accuracy: 0.3214 - val_loss: 5.6073\n",
      "Epoch 26/50\n",
      "\u001b[1m108/108\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m143s\u001b[0m 1s/step - accuracy: 0.5109 - loss: 1.6889 - val_accuracy: 0.3318 - val_loss: 3.7818\n",
      "Epoch 27/50\n",
      "\u001b[1m108/108\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m144s\u001b[0m 1s/step - accuracy: 0.4902 - loss: 1.7113 - val_accuracy: 0.4763 - val_loss: 2.4316\n",
      "Epoch 28/50\n",
      "\u001b[1m108/108\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m141s\u001b[0m 1s/step - accuracy: 0.4835 - loss: 1.7571 - val_accuracy: 0.4462 - val_loss: 4.2656\n",
      "Epoch 29/50\n",
      "\u001b[1m108/108\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m146s\u001b[0m 1s/step - accuracy: 0.4983 - loss: 1.7012 - val_accuracy: 0.4104 - val_loss: 2.9332\n",
      "Epoch 30/50\n",
      "\u001b[1m108/108\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m147s\u001b[0m 1s/step - accuracy: 0.5225 - loss: 1.6594 - val_accuracy: 0.4601 - val_loss: 3.6304\n",
      "Epoch 31/50\n",
      "\u001b[1m108/108\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m136s\u001b[0m 1s/step - accuracy: 0.4984 - loss: 1.7166 - val_accuracy: 0.5214 - val_loss: 1.8103\n",
      "Epoch 32/50\n",
      "\u001b[1m108/108\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m141s\u001b[0m 1s/step - accuracy: 0.5264 - loss: 1.6338 - val_accuracy: 0.4786 - val_loss: 2.2796\n",
      "Epoch 33/50\n",
      "\u001b[1m108/108\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m139s\u001b[0m 1s/step - accuracy: 0.5143 - loss: 1.6274 - val_accuracy: 0.4532 - val_loss: 1.9787\n",
      "Epoch 34/50\n",
      "\u001b[1m108/108\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m139s\u001b[0m 1s/step - accuracy: 0.4943 - loss: 1.6508 - val_accuracy: 0.5491 - val_loss: 1.6040\n",
      "Epoch 35/50\n",
      "\u001b[1m108/108\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m135s\u001b[0m 1s/step - accuracy: 0.5055 - loss: 1.6221 - val_accuracy: 0.4335 - val_loss: 3.3682\n",
      "Epoch 36/50\n",
      "\u001b[1m108/108\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m132s\u001b[0m 1s/step - accuracy: 0.5184 - loss: 1.6567 - val_accuracy: 0.3064 - val_loss: 8.0334\n",
      "Epoch 37/50\n",
      "\u001b[1m108/108\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m140s\u001b[0m 1s/step - accuracy: 0.5123 - loss: 1.7164 - val_accuracy: 0.5087 - val_loss: 2.0870\n",
      "Epoch 38/50\n",
      "\u001b[1m108/108\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m136s\u001b[0m 1s/step - accuracy: 0.5339 - loss: 1.6159 - val_accuracy: 0.5133 - val_loss: 2.5913\n",
      "Epoch 39/50\n",
      "\u001b[1m108/108\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m132s\u001b[0m 1s/step - accuracy: 0.5448 - loss: 1.5541 - val_accuracy: 0.4497 - val_loss: 2.3220\n",
      "Epoch 40/50\n",
      "\u001b[1m108/108\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m130s\u001b[0m 1s/step - accuracy: 0.5434 - loss: 1.5755 - val_accuracy: 0.4058 - val_loss: 3.3045\n",
      "Epoch 41/50\n",
      "\u001b[1m108/108\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m130s\u001b[0m 1s/step - accuracy: 0.5483 - loss: 1.5983 - val_accuracy: 0.4312 - val_loss: 2.8726\n",
      "Epoch 42/50\n",
      "\u001b[1m108/108\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m132s\u001b[0m 1s/step - accuracy: 0.5600 - loss: 1.4954 - val_accuracy: 0.4867 - val_loss: 2.3506\n",
      "Epoch 43/50\n",
      "\u001b[1m108/108\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m133s\u001b[0m 1s/step - accuracy: 0.5367 - loss: 1.5841 - val_accuracy: 0.4983 - val_loss: 2.1821\n",
      "Epoch 44/50\n",
      "\u001b[1m108/108\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m132s\u001b[0m 1s/step - accuracy: 0.5317 - loss: 1.6071 - val_accuracy: 0.4220 - val_loss: 4.8998\n",
      "Epoch 45/50\n",
      "\u001b[1m108/108\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m134s\u001b[0m 1s/step - accuracy: 0.5375 - loss: 1.5366 - val_accuracy: 0.5040 - val_loss: 1.8119\n",
      "Epoch 46/50\n",
      "\u001b[1m108/108\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m132s\u001b[0m 1s/step - accuracy: 0.5342 - loss: 1.5996 - val_accuracy: 0.4994 - val_loss: 2.7711\n",
      "Epoch 47/50\n",
      "\u001b[1m108/108\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m132s\u001b[0m 1s/step - accuracy: 0.5601 - loss: 1.5638 - val_accuracy: 0.3988 - val_loss: 4.7768\n",
      "Epoch 48/50\n",
      "\u001b[1m108/108\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m133s\u001b[0m 1s/step - accuracy: 0.5292 - loss: 1.6114 - val_accuracy: 0.5168 - val_loss: 1.9751\n",
      "Epoch 49/50\n",
      "\u001b[1m108/108\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m132s\u001b[0m 1s/step - accuracy: 0.5820 - loss: 1.4992 - val_accuracy: 0.4185 - val_loss: 2.4582\n",
      "Epoch 50/50\n",
      "\u001b[1m108/108\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m132s\u001b[0m 1s/step - accuracy: 0.5361 - loss: 1.5470 - val_accuracy: 0.5676 - val_loss: 1.6604\n",
      "Model z minimalną liczbą obrazów 200 został wytrenowany.\n",
      "Found 2391 images belonging to 6 classes.\n",
      "Found 602 images belonging to 6 classes.\n",
      "Liczba klas (min_images=300): 6\n",
      "Epoch 1/50\n",
      "\u001b[1m75/75\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m117s\u001b[0m 1s/step - accuracy: 0.3134 - loss: 17.6327 - val_accuracy: 0.1362 - val_loss: 9.0553\n",
      "Epoch 2/50\n",
      "\u001b[1m75/75\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m94s\u001b[0m 1s/step - accuracy: 0.3990 - loss: 5.0072 - val_accuracy: 0.3156 - val_loss: 4.9195\n",
      "Epoch 3/50\n",
      "\u001b[1m75/75\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m92s\u001b[0m 1s/step - accuracy: 0.4029 - loss: 2.9989 - val_accuracy: 0.2359 - val_loss: 8.4004\n",
      "Epoch 4/50\n",
      "\u001b[1m75/75\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m92s\u001b[0m 1s/step - accuracy: 0.4119 - loss: 2.7949 - val_accuracy: 0.3106 - val_loss: 3.0454\n",
      "Epoch 5/50\n",
      "\u001b[1m75/75\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m93s\u001b[0m 1s/step - accuracy: 0.4506 - loss: 2.1711 - val_accuracy: 0.3173 - val_loss: 2.7275\n",
      "Epoch 6/50\n",
      "\u001b[1m75/75\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m92s\u001b[0m 1s/step - accuracy: 0.4625 - loss: 1.9569 - val_accuracy: 0.3555 - val_loss: 3.0127\n",
      "Epoch 7/50\n",
      "\u001b[1m75/75\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m93s\u001b[0m 1s/step - accuracy: 0.4718 - loss: 1.8443 - val_accuracy: 0.5233 - val_loss: 1.5316\n",
      "Epoch 8/50\n",
      "\u001b[1m75/75\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m97s\u001b[0m 1s/step - accuracy: 0.5047 - loss: 1.6502 - val_accuracy: 0.4070 - val_loss: 1.8555\n",
      "Epoch 9/50\n",
      "\u001b[1m75/75\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m96s\u001b[0m 1s/step - accuracy: 0.4780 - loss: 1.6738 - val_accuracy: 0.4020 - val_loss: 3.4596\n",
      "Epoch 10/50\n",
      "\u001b[1m75/75\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m98s\u001b[0m 1s/step - accuracy: 0.5293 - loss: 1.6055 - val_accuracy: 0.4203 - val_loss: 2.1826\n",
      "Epoch 11/50\n",
      "\u001b[1m75/75\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m92s\u001b[0m 1s/step - accuracy: 0.5532 - loss: 1.5842 - val_accuracy: 0.5316 - val_loss: 2.6097\n",
      "Epoch 12/50\n",
      "\u001b[1m75/75\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m92s\u001b[0m 1s/step - accuracy: 0.5324 - loss: 1.5573 - val_accuracy: 0.3787 - val_loss: 3.0565\n",
      "Epoch 13/50\n",
      "\u001b[1m75/75\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m93s\u001b[0m 1s/step - accuracy: 0.5516 - loss: 1.5209 - val_accuracy: 0.4302 - val_loss: 2.3661\n",
      "Epoch 14/50\n",
      "\u001b[1m75/75\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m92s\u001b[0m 1s/step - accuracy: 0.5578 - loss: 1.4520 - val_accuracy: 0.5316 - val_loss: 1.8181\n",
      "Epoch 15/50\n",
      "\u001b[1m75/75\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m92s\u001b[0m 1s/step - accuracy: 0.5924 - loss: 1.3581 - val_accuracy: 0.5150 - val_loss: 1.7341\n",
      "Epoch 16/50\n",
      "\u001b[1m75/75\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m92s\u001b[0m 1s/step - accuracy: 0.5905 - loss: 1.3372 - val_accuracy: 0.5847 - val_loss: 1.5628\n",
      "Epoch 17/50\n",
      "\u001b[1m75/75\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m92s\u001b[0m 1s/step - accuracy: 0.5805 - loss: 1.3795 - val_accuracy: 0.4784 - val_loss: 2.0576\n",
      "Epoch 18/50\n",
      "\u001b[1m75/75\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m92s\u001b[0m 1s/step - accuracy: 0.6073 - loss: 1.3133 - val_accuracy: 0.4601 - val_loss: 2.0245\n",
      "Epoch 19/50\n",
      "\u001b[1m75/75\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m92s\u001b[0m 1s/step - accuracy: 0.6097 - loss: 1.3138 - val_accuracy: 0.6063 - val_loss: 1.2947\n",
      "Epoch 20/50\n",
      "\u001b[1m75/75\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m92s\u001b[0m 1s/step - accuracy: 0.6256 - loss: 1.2371 - val_accuracy: 0.6030 - val_loss: 2.1267\n",
      "Epoch 21/50\n",
      "\u001b[1m75/75\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m92s\u001b[0m 1s/step - accuracy: 0.6183 - loss: 1.2333 - val_accuracy: 0.5847 - val_loss: 1.4225\n",
      "Epoch 22/50\n",
      "\u001b[1m75/75\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m92s\u001b[0m 1s/step - accuracy: 0.6268 - loss: 1.2346 - val_accuracy: 0.5100 - val_loss: 2.6368\n",
      "Epoch 23/50\n",
      "\u001b[1m75/75\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m93s\u001b[0m 1s/step - accuracy: 0.6467 - loss: 1.1515 - val_accuracy: 0.4718 - val_loss: 2.7960\n",
      "Epoch 24/50\n",
      "\u001b[1m75/75\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m92s\u001b[0m 1s/step - accuracy: 0.6384 - loss: 1.1496 - val_accuracy: 0.4369 - val_loss: 6.4308\n",
      "Epoch 25/50\n",
      "\u001b[1m75/75\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m92s\u001b[0m 1s/step - accuracy: 0.6611 - loss: 1.1696 - val_accuracy: 0.4983 - val_loss: 2.2753\n",
      "Epoch 26/50\n",
      "\u001b[1m75/75\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m98s\u001b[0m 1s/step - accuracy: 0.6572 - loss: 1.1632 - val_accuracy: 0.4900 - val_loss: 2.2336\n",
      "Epoch 27/50\n",
      "\u001b[1m75/75\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m98s\u001b[0m 1s/step - accuracy: 0.6481 - loss: 1.1777 - val_accuracy: 0.5498 - val_loss: 2.7050\n",
      "Epoch 28/50\n",
      "\u001b[1m75/75\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m93s\u001b[0m 1s/step - accuracy: 0.6513 - loss: 1.1514 - val_accuracy: 0.4169 - val_loss: 2.9667\n",
      "Epoch 29/50\n",
      "\u001b[1m75/75\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m93s\u001b[0m 1s/step - accuracy: 0.6669 - loss: 1.1130 - val_accuracy: 0.5897 - val_loss: 2.2125\n",
      "Epoch 30/50\n",
      "\u001b[1m75/75\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m93s\u001b[0m 1s/step - accuracy: 0.6670 - loss: 1.1635 - val_accuracy: 0.5581 - val_loss: 1.6516\n",
      "Epoch 31/50\n",
      "\u001b[1m75/75\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m93s\u001b[0m 1s/step - accuracy: 0.6810 - loss: 1.0869 - val_accuracy: 0.4219 - val_loss: 2.5699\n",
      "Epoch 32/50\n",
      "\u001b[1m75/75\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m94s\u001b[0m 1s/step - accuracy: 0.6828 - loss: 1.0965 - val_accuracy: 0.5266 - val_loss: 2.4623\n",
      "Epoch 33/50\n",
      "\u001b[1m75/75\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m96s\u001b[0m 1s/step - accuracy: 0.6332 - loss: 1.1202 - val_accuracy: 0.4385 - val_loss: 3.0022\n",
      "Epoch 34/50\n",
      "\u001b[1m75/75\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m96s\u001b[0m 1s/step - accuracy: 0.6881 - loss: 1.0673 - val_accuracy: 0.4435 - val_loss: 2.5957\n",
      "Epoch 35/50\n",
      "\u001b[1m75/75\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m99s\u001b[0m 1s/step - accuracy: 0.6727 - loss: 1.0582 - val_accuracy: 0.6362 - val_loss: 1.7447\n",
      "Epoch 36/50\n",
      "\u001b[1m75/75\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m94s\u001b[0m 1s/step - accuracy: 0.6954 - loss: 1.0907 - val_accuracy: 0.6628 - val_loss: 1.3492\n",
      "Epoch 37/50\n",
      "\u001b[1m75/75\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m94s\u001b[0m 1s/step - accuracy: 0.6863 - loss: 1.0967 - val_accuracy: 0.5565 - val_loss: 2.0316\n",
      "Epoch 38/50\n",
      "\u001b[1m75/75\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m91s\u001b[0m 1s/step - accuracy: 0.6890 - loss: 1.0520 - val_accuracy: 0.6096 - val_loss: 2.7217\n",
      "Epoch 39/50\n",
      "\u001b[1m75/75\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m96s\u001b[0m 1s/step - accuracy: 0.7051 - loss: 1.0741 - val_accuracy: 0.5399 - val_loss: 2.1655\n",
      "Epoch 40/50\n",
      "\u001b[1m75/75\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m103s\u001b[0m 1s/step - accuracy: 0.7085 - loss: 1.0781 - val_accuracy: 0.4934 - val_loss: 3.8303\n",
      "Epoch 41/50\n",
      "\u001b[1m75/75\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m99s\u001b[0m 1s/step - accuracy: 0.7067 - loss: 1.0653 - val_accuracy: 0.5515 - val_loss: 2.2269\n",
      "Epoch 42/50\n",
      "\u001b[1m75/75\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m98s\u001b[0m 1s/step - accuracy: 0.7290 - loss: 1.0426 - val_accuracy: 0.5814 - val_loss: 1.4827\n",
      "Epoch 43/50\n",
      "\u001b[1m75/75\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m96s\u001b[0m 1s/step - accuracy: 0.6876 - loss: 1.1041 - val_accuracy: 0.6711 - val_loss: 1.3912\n",
      "Epoch 44/50\n",
      "\u001b[1m75/75\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m97s\u001b[0m 1s/step - accuracy: 0.6913 - loss: 1.0750 - val_accuracy: 0.5581 - val_loss: 1.5715\n",
      "Epoch 45/50\n",
      "\u001b[1m75/75\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m97s\u001b[0m 1s/step - accuracy: 0.7240 - loss: 1.0278 - val_accuracy: 0.4269 - val_loss: 4.6073\n",
      "Epoch 46/50\n",
      "\u001b[1m75/75\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m97s\u001b[0m 1s/step - accuracy: 0.7047 - loss: 1.0583 - val_accuracy: 0.4269 - val_loss: 6.0495\n",
      "Epoch 47/50\n",
      "\u001b[1m75/75\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m93s\u001b[0m 1s/step - accuracy: 0.7217 - loss: 1.0270 - val_accuracy: 0.5432 - val_loss: 2.9120\n",
      "Epoch 48/50\n",
      "\u001b[1m75/75\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m92s\u001b[0m 1s/step - accuracy: 0.7191 - loss: 1.0272 - val_accuracy: 0.6661 - val_loss: 1.7170\n",
      "Epoch 49/50\n",
      "\u001b[1m75/75\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m91s\u001b[0m 1s/step - accuracy: 0.7021 - loss: 1.0648 - val_accuracy: 0.4950 - val_loss: 2.6204\n",
      "Epoch 50/50\n",
      "\u001b[1m75/75\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m96s\u001b[0m 1s/step - accuracy: 0.6869 - loss: 1.0892 - val_accuracy: 0.5449 - val_loss: 5.2616\n",
      "Model z minimalną liczbą obrazów 300 został wytrenowany.\n"
     ]
    }
   ],
   "source": [
    "# Tworzenie i trenowanie modeli dla różnych minimalnych liczby obrazów\n",
    "\n",
    "min_images_list = [100, 200, 300]\n",
    "history_dict = {}\n",
    "\n",
    "for min_images in min_images_list:\n",
    "    # Ścieżki dla bieżącego zestawu danych\n",
    "    train_dir = f'{base_train_dir}_{min_images}'\n",
    "    val_dir = f'{base_val_dir}_{min_images}'\n",
    "    \n",
    "    # Tworzenie zestawów danych\n",
    "    create_datasets(min_images, base_data_dir, train_dir, val_dir)\n",
    "    \n",
    "    # Augmentacja zbioru treningowego\n",
    "    train_data_gen = ImageDataGenerator(\n",
    "        rescale=1./255,\n",
    "        rotation_range=40,\n",
    "        width_shift_range=0.2,\n",
    "        height_shift_range=0.2,\n",
    "        shear_range=0.2,\n",
    "        zoom_range=0.2,\n",
    "        horizontal_flip=True,\n",
    "        fill_mode='nearest'\n",
    "    )\n",
    "\n",
    "    # Data generator bez augmentacji dla walidacji\n",
    "    val_data_gen = ImageDataGenerator(rescale=1./255)\n",
    "    \n",
    "    # Wczytywanie danych treningowych\n",
    "    train_generator = train_data_gen.flow_from_directory(\n",
    "        train_dir,\n",
    "        target_size=(150, 150),\n",
    "        batch_size=32,\n",
    "        class_mode='categorical'\n",
    "    )\n",
    "    \n",
    "    # Wczytywanie danych walidacyjnych\n",
    "    validation_generator = val_data_gen.flow_from_directory(\n",
    "        val_dir,\n",
    "        target_size=(150, 150),\n",
    "        batch_size=32,\n",
    "        class_mode='categorical'\n",
    "    )\n",
    "    \n",
    "    # Sprawdzenie liczby klas\n",
    "    num_classes = len(train_generator.class_indices)\n",
    "    print(f\"Liczba klas (min_images={min_images}):\", num_classes)\n",
    "    \n",
    "    # Budowanie modelu\n",
    "    model = models.Sequential([\n",
    "        layers.Conv2D(32, (3, 3), activation='relu', input_shape=(150, 150, 3)),\n",
    "        layers.BatchNormalization(),\n",
    "        layers.MaxPooling2D((2, 2)),\n",
    "        layers.Conv2D(64, (3, 3), activation='relu'),\n",
    "        layers.BatchNormalization(),\n",
    "        layers.MaxPooling2D((2, 2)),\n",
    "        layers.Conv2D(128, (3, 3), activation='relu'),\n",
    "        layers.BatchNormalization(),\n",
    "        layers.MaxPooling2D((2, 2)),\n",
    "        layers.Conv2D(256, (3, 3), activation='relu'),\n",
    "        layers.BatchNormalization(),\n",
    "        layers.MaxPooling2D((2, 2)),\n",
    "        layers.Flatten(),\n",
    "        layers.Dense(512, activation='relu', kernel_regularizer=regularizers.l2(0.001)),\n",
    "        layers.Dropout(0.5),\n",
    "        layers.Dense(num_classes, activation='softmax')\n",
    "    ])\n",
    "    \n",
    "    # Kompilacja modelu\n",
    "    model.compile(optimizer='rmsprop',\n",
    "                  loss='categorical_crossentropy',\n",
    "                  metrics=['accuracy'])\n",
    "    \n",
    "    # Trenowanie modelu\n",
    "    history = model.fit(\n",
    "        train_generator,\n",
    "        epochs=50,\n",
    "        validation_data=validation_generator\n",
    "    )\n",
    "    \n",
    "    # Przechowywanie historii treningu\n",
    "    history_dict[min_images] = history\n",
    "\n",
    "    print(f\"Model z minimalną liczbą obrazów {min_images} został wytrenowany.\")\n",
    "\n",
    "# `history_dict` - wyniki modeli\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9b5344f1-5b06-4924-9c17-dd10e7fcbfc2",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "4bfb690a-db12-448f-89f2-a80ff80078ca",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Z6OvrU79+fe2N9YMGDRrE0qVLeeGFF3BycipRLEIIIYQQT7un+b74QdnZ2UybNq3Qdg8PD95++22GDBmCiYkJn332GZMmTcLU1JTevXszb948bdkvFxcX+vfvz969e1m1ahV6enrUr1+fX3/9laCgICB/IbLjx4+zbt064uPjsbS0pFWrVqxZs+ahi/AKIURxFJrq9DGaEEKIh+rVqxeXLl0iLCysqkN5opw7d46mTZvy888/88Ybb1R1OEIIIYQQ4jHJfbEQ4lkgNW2FEKIaysjI0HkdFhbGtm3b6NSpU9UE9ARbvnw5ZmZm9OnTp6pDEUIIIYQQpST3xUKIZ5WURxBCiGqoTp06DBkyhDp16hAZGck333yDgYEBH374YVWH9sT4448/CA4O5rvvvmPs2LGYmppWdUhCCCGEEKKU5L5YCPGskvIIQghRDb355pvs27ePuLg4DA0NadOmDXPnzqV58+ZVHdoTw83Njfj4ePz9/Vm1ahXm5uZVHZIQQgghhCgluS8WQjyrJGkrhBBCCCGEEEIIIYQQ1YjUtBVCCCGEEEIIIYQQQohqRJK2QgghhBBCCCGEEEIIUY08cwuRqdVqYmJiMDc3R6FQVHU4QgghhBCiDDQaDffu3cPZ2Rml8tmZhyD3skIIIYQQT7aS3sc+c0nbmJgYXFxcqjoMIYQQQghRDm7cuEGtWrWqOoxKI/eyQgghhBBPh0fdxz5zSduC1cNv3LiBhYVFFUcjhBBCCCHKIiUlBRcXF+293bNC7mWFEEIIIZ5sJb2PfeaStgWPkVlYWMiNrhBCCCHEE+5ZKxEg97JCCCGEEE+HR93HPjsFwIQQQgghhBBCCCGEEOIJIElbIYQQQgghhBBCCCGEqEYkaSuEEEIIIYQQQgghhBDVyDNX01YIIYQQQgghhBBPP7VaTXZ2dlWHIYR4xujr66NSqR67H0naCiGEEEIIIYQQ4qmSnZ1NREQEarW6qkMRQjyDrKyscHR0fKxFcyVpK4QQQgghhBBCiKeGRqMhNjYWlUqFi4sLSqVUhhRCVA6NRkN6ejq3bt0CwMnJqcx9SdJWCCGEEEIIIYQQT43c3FzS09NxdnbGxMSkqsMRQjxjjI2NAbh16xb29vZlLpUgHzcJIYQQQgghhBDiqZGXlweAgYFBFUcihHhWFXxglJOTU+Y+JGkrhBBCCCGEEEKIp87j1JIUQojHUR7//kjSVgghhBBCCCGEEEIIIaoRSdoKIYQQQgghhBBCPIXc3NxYtGhRidvv378fhUJBUlJShcVUHd29exd7e3uuX7/+WP106tSJCRMmlEtM169fR6FQcPbs2XLpTxQ2efJkxo0bV9VhPJQkbYUQQgghhBBCCCGqkEKhKPZrxowZZer3xIkTjBgxosTt27ZtS2xsLJaWlmUar6SqW3J4zpw59OzZEzc3t8fqZ8OGDcyePbtcYnJxcSE2NpZGjRqVS39Pku+++45OnTphYWHx0J+ThIQEBg4ciIWFBVZWVgwbNozU1FSdNufPn6d9+/YYGRnh4uLCf//7X539EydO5KeffuLatWsVeTplJklbIYQQQgghhBBCiCoUGxur/Vq0aBEWFhY62yZOnKhtq9FoyM3NLVG/dnZ22gWRSsLAwABHR8dnqh5weno6P/zwA8OGDXvsvmxsbDA3Ny+HqEClUuHo6Iienl659PckSU9PJyAggP/85z8PbTNw4EAuXbrE7t272bJlCwcOHND5gCIlJYWuXbvi6urKqVOnmD9/PjNmzOC7777TtqlRowb+/v588803FXo+ZSVJWyGEEEIIIYQQQogq5OjoqP2ytLREoVBoX1++fBlzc3O2b9+Or68vhoaGHDp0iPDwcHr27ImDgwNmZma0bNmSPXv26PT77/IICoWC77//nt69e2NiYoKnpyebN2/W7v/3DNiVK1diZWXFzp078fb2xszMjICAAGJjY7XH5ObmMn78eKysrLC1tWXSpEkMHjyYXr16lfl6JCYmMmjQIKytrTExMaFbt26EhYVp90dGRhIYGIi1tTWmpqY0bNiQbdu2aY8dOHAgdnZ2GBsb4+npyYoVKx461rZt2zA0NOS5554rdB127txJs2bNMDY2pkuXLty6dYvt27fj7e2NhYUFAwYMID09XXvcv8sjuLm5MXfuXIYOHYq5uTm1a9fWSRoW59/lEcoa044dO3j++ee1789LL71EeHi4zlhHjhyhadOmGBkZ0aJFCzZt2lSoNMPFixfp1q0bZmZmODg48MYbb3Dnzh3t/vXr1+Pj44OxsTG2trb4+fmRlpZWonP9twkTJjB58mSd9+RBISEh7Nixg++//57WrVvz/PPPs2TJEtatW0dMTAwAa9asITs7mx9//JGGDRvy2muvMX78eD7//HOdvgIDA1m3bl2Z4qxokrQVQgghhBBCCCHEU0uj0ZCenVslXxqNptzOY/LkyXz22WeEhITQuHFjUlNT6d69O3v37uXMmTMEBAQQGBhIVFRUsf3MnDmTfv36cf78ebp3787AgQNJSEh4aPv09HQWLFjAqlWrOHDgAFFRUTozf+fNm8eaNWtYsWIFhw8fJiUlhU2bNj3WuQ4ZMoSTJ0+yefNmjh49ikajoXv37uTk5AAwZswYsrKyOHDgABcuXGDevHmYmZkBMG3aNIKDg9m+fTshISF888031KhR46FjHTx4EF9f3yL3zZgxg6VLl3LkyBFu3LhBv379WLRoEWvXrmXr1q3s2rWLJUuWFHsuCxcupEWLFpw5c4a3336b0aNHExoaWsYrU/qY0tLSeO+99zh58iR79+5FqVTSu3dv1Go1kD8jNTAwEB8fH06fPs3s2bOZNGmSzphJSUl06dKFZs2acfLkSXbs2EF8fDz9+vUD8meK9+/fn6FDhxISEsL+/fvp06eP9ud/zZo1mJmZFft18ODBEl+Do0ePYmVlRYsWLbTb/Pz8UCqVHDt2TNumQ4cOGBgYaNv4+/sTGhpKYmKidlurVq24efPmY9czrgjP3hxrIYQQQgghhBBCPDMycvJoMH1nlYwdPMsfE4PySb3MmjWLF198UfvaxsaGJk2aaF/Pnj2bjRs3snnzZsaOHfvQfoYMGUL//v0BmDt3LosXL+b48eMEBAQU2T4nJ4dly5bh4eEBwNixY5k1a5Z2/5IlS5gyZQq9e/cGYOnSpdpZr2URFhbG5s2bOXz4MG3btgXyk34uLi5s2rSJV155haioKIKCgvDx8QGgTp062uOjoqJo1qyZNqH3qDq1kZGRODs7F7nvk08+oV27dgAMGzaMKVOmEB4erh2vb9++7Nu3r1CS80Hdu3fn7bffBmDSpEl88cUX7Nu3Dy8vrxJcjcePKSgoSOf4H3/8ETs7O4KDg2nUqBFr165FoVCwfPlyjIyMaNCgAdHR0bz11lvaY5YuXUqzZs2YO3euTj8uLi5cuXKF1NRUcnNz6dOnD66urgDa9wbg5ZdfpnXr1sWeV82aNUt8DeLi4rC3t9fZpqenh42NDXFxcdo27u7uOm0cHBy0+6ytrQG0731kZORj1zQub5K0FUIIIYQQQgghhKjmHpxVCJCamsqMGTPYunUrsbGx5ObmkpGR8ciZto0bN9Z+b2pqioWFBbdu3XpoexMTE23CFsDJyUnbPjk5mfj4eFq1aqXdr1Kp8PX11c7kLK2QkBD09PR0kny2trZ4eXkREhICwPjx4xk9ejS7du3Cz8+PoKAg7XmNHj2aoKAgTp8+TdeuXenVq5c2+VuUjIwMjIyMitz34LVycHDAxMREJ0Hs4ODA8ePHiz2fB/soKHtR3PV+lNLGFBYWxvTp0zl27Bh37tzRvi9RUVE0atSI0NBQGjdurHMNHnw/Ac6dO8e+ffu0s5kfFB4eTteuXXnhhRfw8fHB39+frl270rdvX21i1NzcvNxq/ZY3Y2NjAJ2SEtWFJG2FEEIIIYQQQgjx1DLWVxE8y7/Kxi4vpqamOq8nTpzI7t27WbBgAXXr1sXY2Ji+ffuSnZ1dbD/6+vo6rxUKRbEJ1qLal2fZh7IYPnw4/v7+2nIAn376KQsXLmTcuHF069aNyMhItm3bxu7du3nhhRcYM2YMCxYsKLKvGjVq6Dwu/6AHz12hUJT62v27j5IeU9L+ShJTYGAgrq6uLF++HGdnZ9RqNY0aNXrkz8mDUlNTCQwMZN68eYX2OTk5oVKp2L17N0eOHNGWZ/joo484duwY7u7urFmzhpEjRxY7xvbt22nfvn2J4ikq8Z2bm0tCQgKOjo7aNvHx8TptCl4XtAG0pUHs7OxKNHZlkpq2QgghhBBCCCGEeGopFApMDPSq5EuhUFTYeR0+fJghQ4bQu3dvfHx8cHR0rPS6nJaWljg4OHDixAnttry8PE6fPl3mPr29vcnNzdXWJgW4e/cuoaGhNGjQQLvNxcWFUaNGsWHDBt5//32WL1+u3WdnZ8fgwYNZvXo1ixYtKnbxr2bNmhEcHFzmeKuzgus2depUXnjhBby9vQslqL28vLhw4QJZWVnabQ++nwDNmzfn0qVLuLm5UbduXZ2vgg8TFAoF7dq1Y+bMmZw5cwYDAwM2btwI5JdHOHv2bLFf/55JXpw2bdqQlJTEqVOntNv+/PNP1Gq1doZ2mzZtOHDggLYOMsDu3bvx8vLSzgCG/AXW9PX1adiwYYnHrywy01YIIYQQT42UOxkc/yMCO1dzmnRxqepwhHjibf36PGlJWXQd1hArB5OqDkcIIcQDPD092bBhA4GBgSgUCqZNm/ZYMzjLaty4cXz66afUrVuX+vXrs2TJEhITE0uUsL5w4YLOY/MKhYImTZrQs2dP3nrrLb799lvMzc2ZPHkyNWvWpGfPngBMmDCBbt26Ua9ePRITE9m3bx/e3t4ATJ8+HV9fXxo2bEhWVhZbtmzR7iuKv78/U6ZMITExUSeZ9zSwtrbG1taW7777DicnJ6Kiopg8ebJOmwEDBvDRRx8xYsQIJk+eTFRUlHZWcsF7OGbMGJYvX07//v358MMPsbGx4erVq6xbt47vv/9eu8hZ165dsbe359ixY9y+fVt73UtbHiEuLo64uDiuXr0K/PNzUrt2bWxsbPD29iYgIIC33nqLZcuWkZOTw9ixY3nttde0NWoHDBjAzJkzGTZsGJMmTeLixYt8+eWXfPHFFzpjHTx4kPbt22vLJFQnMtNWCCGEEE88jUZD8OEY1s0+TuixOA79GkbM1aSqDkuIJ96dG/e4HXWPrIzcqg5FCCHEv3z++edYW1vTtm1bAgMD8ff3p3nz5pUex6RJk+jfvz+DBg2iTZs2mJmZ4e/v/9A6sQ/q0KEDzZo10375+voCsGLFCnx9fXnppZdo06YNGo2Gbdu2aUsB5OXlMWbMGG3yrl69enz99dcAGBgYMGXKFBo3bkyHDh1QqVSsW7fuoTH4+PjQvHlzfv3113K4GtWLUqlk3bp1nDp1ikaNGvHuu+8yf/58nTYWFhb88ccfnD17lqZNm/LRRx8xffp0AO176OzszOHDh8nLy6Nr1674+PgwYcIErKysUCqVWFhYcODAAbp37069evWYOnUqCxcupFu3bmWKe9myZTRr1ky7GFrBz8nmzZu1bdasWUP9+vV54YUX6N69O88//7zOjGpLS0t27dpFREQEvr6+vP/++0yfPp0RI0bojLVu3TqdRdeqE4WmqguRVLKUlBQsLS1JTk7GwsKiqsMRQgghxGNKT8lm/5rLRJy7A4ChiR5Z6bnYOJvS7z8tUelV3WfUmak5qPSV6BuWXz07ke9Zvaer7PNe8/HfJMWn0/v9Zjh7Pl2zj4QQT6/MzEwiIiJwd3cvUeJQlC+1Wo23tzf9+vVj9uzZVR1OiWzdupUPPviAixcvolTK/MY1a9bw5ptvkpycXC1noJaX7du38/7773P+/Hn09Mq3GEFx/w6V9H5OyiMIIYQQ4okVcf4O+1aFkHEvB6VKQeuX6+Dd1om1M4+REJPG2T1R+Aa4VUls8REpbPr8NAqlAs+WDjR43hl7V/MKrW0nRHlT6ef/4ZqbU/mP2wohhHgyREZGsmvXLjp27EhWVhZLly4lIiKCAQMGVHVoJdajRw/CwsKIjo7GxeXZK7H1888/U6dOHWrWrMm5c+eYNGkS/fr1e6oTtgBpaWmsWLGi3BO25aV6RiWEEEIIUYzszFwO/xZG8OFYAGycTfF7swF2Lvm1str1rcvelSGc3HodzxYOWNSo3BvOnKw8dq+4pE10BR+KIfhQDDVczGj4vDOerRwxNJbbMFH96RUkbbMlaSuEEKJoSqWSlStXMnHiRDQaDY0aNWLPnj3F1pGtjiZMmFCp482dO5e5c+cWua99+/Zs37690mKJi4tj+vTpxMXF4eTkxCuvvMKcOXMqbfyq0rdv36oOoVjy14IQQgghniix4cnsWXGJlDuZoIAmL7jwXM866On/U4LAq7Ujl4/GEh2axF//d4WXxjau1BmuR/53leRbGZhaGdJpoBdhJ+IJP32bOzdS+ev/rnD4f1ep28KBhs874+BuIbNvRbWlZ5CftM2TmbZCCCEewsXFhcOHD1d1GE+cUaNG0a9fvyL3VfYM1w8//JAPP/ywUscUjyZJWyGEEEI8EfJy1ZzYEsHpnZFoNGBmbcgLQxpQy6twnU2FQkHH/l6s++Q4UZfuEn76NnV97SslzsiLd7l4IBqAFwZ549LABjefGrTvl0PosTguHYohMTaNy0diuXwkFhtnUxo874xXa0eMTPUrJUYhSqrgw5DcnLwqjkQIIYR4utjY2GBjY1PVYYhqTJK2QgghhKj27saksmdFMHdupALg9Zwj7V+tV2yJAWtHU5r7u3Jy63UO/noFlwY2FV6SICM1mz9/DgGgcedauDT450bcyEyfJi+40LhLLeLCkwk+FEPYqVskxKRx6Ncwjm4Mp06TGphZG6HSV6JUKVDpKVHp3f9eX4lKpUD5wDZjcwNquJihUsmCGaJiSHkEIYQQQoiqIUlbIYQQQlRbaclZXDwQzZmdUeTlqjE01aPTgPolnjXrG+BK2Il4km9lcOz3a3R4rV6FxarRaNi/JpT0lGysHU1o09ujyHYKhQKnulY41bXi+X6eXDkez6WDMdyNTiXs5K1Sj6tnqMLJw5Ka9axw9rTG3tUclZ4kcUX5kIXIhBBCCCGqhiRthRBCCFGtaDQa4q6lcGH/TcJP30KdpwGgdkNbugyqj6mlYYn70tNX0bG/F5u/PMuFv27i9ZwjDm4WFRJ36LE4rp25jVKpwO/NBugZqB55jKGJPj6datGoY01uXb/H9Qt3yM3OIy9XQ16eGnWumrxcTf5/8+7/t2BbnprkOxlkpeVyIziBG8EJ+edsoMSxjiU161njXM8KB1cLbeKtoqQlZ3EzJAGv55wqdBxR+Qpm2uZJeQQhhBBCiEpVLZK2X331FfPnzycuLo4mTZqwZMkSWrVqVWTbTp068ddffxXa3r17d7Zu3VrRoQohhBCiguRm53HlRDwX9t/UlkEAcKxjSeMutajra1+mBbtcvG2o18qBK8fj2b/mMq9MboGynMsJpNzJ4MC6KwC0fMkde9fSJYYVCgUO7hY4uJfuOI1aw92YNGLCEom+kkRMWBKZqTncvJzIzcuJQP5MyfwkrhVuPjWo4WJWbguf3bl5j3N7bnDlRDxqtQYHd0usHEzKpW9RPajuf/gg5RGEEEIIISpXlSdtf/nlF9577z2WLVtG69atWbRoEf7+/oSGhmJvX/jRxw0bNpCdna19fffuXZo0acIrr7xSmWELIYQQopwk387g4oFoQo7EkJWWC+QnGuu1dMCnUy3saps/9hjt+noSefEud26kcmF/NE1ecHnsPguo1Rr2/hRCTmYejnUsae5fu9z6fhSFUkGNWmbUqGVG484uaNQaEuLSiLmSdD+Jm0jGvRyiQxOJDk3k+B8R2DibUv85J+q1dijVrOUCGrWGqOAEzu6J0iaGAZzqWpKTJbMxnzZ6Uh5BCCGEEKJKVHnS9vPPP+ett97izTffBGDZsmVs3bqVH3/8kcmTJxdq/++V9datW4eJiYkkbYUQQogqknw7g70/BXPvbiamVoaYWBhgammIqZUBJpaGmFoaYmKZv83YTB+FUoFGreFGSAIX9t/k+sW7kF8BAXNbI3w61sK7rRNGZvrlFqOJhQFtenuwf00oxzZfw6O5HWbWRuXS97k9N4gJS0LPUIXfm97lPou3NBRKBbbOZtg6m+HTqRYajYbEuHRiwpK4GZLA9Qt3SYhJ48iGqxzdeJXaDW3xes4R9yY10NMvvpxDbnYeocfiOLf3Bolx6drxPJrb0fSF2qWeJSyeDJK0FUKIJ0unTp1o2rQpixYtAsDNzY0JEyYwYcKEhx6jUCjYuHEjvXr1eqyxy6ufJ0loaCgdO3YkLCwMc/OyTzQoyftUUvv376dz584kJiZiZWX12P2Jwl577TVatmzJ+++/X6HjVGnSNjs7m1OnTjFlyhTtNqVSiZ+fH0ePHi1RHz/88AOvvfYapqamRe7PysoiKytL+zolJeXxghZCCCGE1t2YVDZ/eZb05PynYFITs4ptr1QqMLYwQKHQbVu7gQ0+nWpRu5EtSmX5PLr/bw3aOXP5aCxx11I4+EsY3Ub5PHafd26m8vfmcADav+KJpV31Kg2gUCiwcTLFxsmURh1qkpWeQ9jJW4T+nX8dIi/eJfLiXQxN9Kjra0/9Nk44uFvolE9IT8nmwl83ufhXNJmpOQDoG6lo8LwzjTvXwsLWuKpOT1SCgtrMedkyi1oIISpSYGAgOTk57Nixo9C+gwcP0qFDB86dO0fjxo1L1e+JEycemi8pqxkzZrBp0ybOnj2rsz02NhZra+tyHevfVq5cyYQJE0hKSqrQcUpqypQpjBs37rEStlC+71Pbtm2JjY3F0tKyXPp7ksyZM4etW7dy9uxZDAwMivw5iYqKYvTo0ezbtw8zMzMGDx7Mp59+ip7ePynS/fv3895773Hp0iVcXFyYOnUqQ4YM0e6fOnUqHTp0YPjw4RV6nas0aXvnzh3y8vJwcHDQ2e7g4MDly5cfefzx48e5ePEiP/zww0PbfPrpp8ycOfOxYxVCCCGErvjrKfyx5CxZabnYOJvS4bV6ZKXnkp6cRVpyNmnJWaTf/29acjYZ97JRqzWkJeUnaw2MVNRv64RPx1qVUgdVoVTQcUB9fp17gmtnbxNx/g7ujWuUub/cnDz2rLiEOleDW+MaeLer/otwGZro06hDTRp1qElSfDqX/44l9O84UhOzuHQwhksHY7ByMMHrOUec61px+e9YrhyLJy83f5aluY0RjbvUokE7ZwyMq/yBLVEJChaxy82VmbZCCFGRhg0bRlBQEDdv3qRWrVo6+1asWEGLFi1KnbAFsLOzK68QH8nR0bHSxqoOoqKi2LJlC0uWLHnsvsrzfTIwMHjm3osC2dnZvPLKK7Rp06bIXGFeXh49evTA0dGRI0eOEBsby6BBg9DX12fu3LkARERE0KNHD0aNGsWaNWvYu3cvw4cPx8nJCX9/fwAaNWqEh4cHq1evZsyYMRV2PlX3/F45+OGHH/Dx8XnoomWQ/6lHcnKy9uvGjRuVGKEQQgjxdIq+ksjvi86QlZaLvZsFvd9vTs161tRpakejjrVo/XIdurzhzUtjm/DqR60Y+t/nGb20E4M/bccrU1rw8jtNGfxZO9r3q1epC1fVqGVG0/v1bA+sC32sGqzHNkdwNzoNY3N9Or9ev9wW96osVg4mPNfTg0Fz2vLyhKZ4tXZEz0BJUnw6x36/xsaFpwk5HEterhoHdwv832rE67Ofo6lfbUnYPkO05RFkITIhhKhQL730EnZ2dqxcuVJne2pqKr/99hvDhg3j7t279O/fn5o1a2JiYoKPjw//93//V2y/bm5u2lIJAGFhYXTo0AEjIyMaNGjA7t27Cx0zadIk6tWrh4mJCXXq1GHatGnk5OQ/bbNy5UpmzpzJuXPnUCgUKBQKbcwKhYJNmzZp+7lw4QJdunTB2NgYW1tbRowYQWrqP4vNDhkyhF69erFgwQKcnJywtbVlzJgx2rHKIioqip49e2JmZoaFhQX9+vUjPj5eu//cuXN07twZc3NzLCws8PX15eTJkwBERkYSGBiItbU1pqamNGzYkG3btj10rF9//ZUmTZpQs2ZN7baVK1diZWXFli1b8PLywsTEhL59+5Kens5PP/2Em5sb1tbWjB8/nry8f+5D//0+KRQKvv/+e3r37o2JiQmenp5s3ry5RNdg//79KBQK7SzTssa0atUqWrRogbm5OY6OjgwYMIBbt27pjLV582Y8PT0xMjKic+fO/PTTTzpjAxw6dIj27dtjbGyMi4sL48ePJy0tTbv/66+/1vbh4OBA3759S3SeRZk5cybvvvsuPj5FP1G3a9cugoODWb16NU2bNqVbt27Mnj2br776Srt+1rJly3B3d2fhwoV4e3szduxY+vbtyxdffKHTV2BgIOvWrStzrCVRpUnbGjVqoFKpdP4HAoiPj3/kpwJpaWmsW7eOYcOGFdvO0NAQCwsLnS8hhBBClN31C3f4Y8k5cjLzqOllRc8JTTEyfXT9WaVKiZm1IfauFrh422BgVDWJv5YvuWNuY0RqQhYntkSUqY/o0ETO7okCoNPA+phYGJRniJVKoVTgUt8Gvzcb8OZ/n6fLoPo4e1qhZ6DEo5kdfT7wpe+kFtT1ta/Ser2iamjLI+RIeQQhxBNMo4HstKr50mhKFKKenh6DBg1i5cqVaB445rfffiMvL4/+/fuTmZmJr68vW7du5eLFi4wYMYI33niD48ePl2gMtVpNnz59MDAw4NixYyxbtoxJkyYVamdubs7KlSsJDg7myy+/ZPny5dqE1auvvsr7779Pw4YNiY2NJTY2lldffbVQH2lpafj7+2Ntbc2JEyf47bff2LNnD2PHjtVpt2/fPsLDw9m3bx8//fQTK1euLJS4Lim1Wk3Pnj1JSEjgr7/+Yvfu3Vy7dk0nvoEDB1KrVi1OnDjBqVOnmDx5Mvr6+fexY8aMISsriwMHDnDhwgXmzZuHmZnZQ8c7ePAgLVq0KLQ9PT2dxYsXs27dOnbs2MH+/fvp3bs327ZtY9u2baxatYpvv/2W9evXF3s+M2fOpF+/fpw/f57u3bszcOBAEhISynRtyhJTTk4Os2fP5ty5c2zatInr16/rlAiIiIigb9++9OrVi3PnzjFy5Eg++ugjnXHDw8MJCAggKCiI8+fP88svv3Do0CHtz8HJkycZP348s2bNIjQ0lB07dtChQwft8XPnzsXMzKzYr6ioqBJfh6NHj+Lj46PzxL+/vz8pKSlcunRJ28bPz0/nOH9//0JlXFu1asXx48d1SrKWtyqdJmFgYICvry979+7VFqpWq9Xs3bu30P/I//bbb7+RlZXF66+/XgmRCiGEEAIg7GQ8e34MRq3OLwng/1bDRy5gVd3oG6ro8Fo9tn59nrN7b1CvtSM1aj38hvzfsjJy2fNTMGjAu50TdZpW3mOHFc3ASA/vts54t3Wu6lBENSELkQkhngo56TC3in63/ScGDEpWq3To0KHMnz+fv/76i06dOgH5pRGCgoKwtLTE0tKSiRMnatuPGzeOnTt38uuvvxb7BHKBPXv2cPnyZXbu3Imzc/71mDt3Lt26ddNpN3XqVO33bm5uTJw4kXXr1vHhhx9ibGyMmZkZenp6xU62W7t2LZmZmfz888/aWq1Lly4lMDCQefPmaZNm1tbWLF26FJVKRf369enRowd79+7lrbfeKtE1e9DevXu5cOECERERuLjkP1n1888/07BhQ06cOEHLli2Jiorigw8+oH79+gB4enpqj4+KiiIoKEg7S7NOnTrFjhcZGVlk0jYnJ4dvvvkGDw8PAPr27cuqVauIj4/HzMyMBg0a0LlzZ/bt21dkwrvAkCFD6N+/P5D/Pi1evJjjx48TEBBQiqtS9piGDh2qPb5OnTosXryYli1bkpqaipmZGd9++y1eXl7Mnz8fAC8vLy5evMicOXO0x3366acMHDhQu8Cap6cnixcvpmPHjnzzzTdERUVhamrKSy+9hLm5Oa6urjRr1kx7/KhRo+jXr1+x51bws1wScXFxRZZoLdhXXJuUlBQyMjIwNjbWjpudnU1cXByurq4ljqE0qny6xHvvvcfy5cv56aefCAkJYfTo0aSlpfHmm28CMGjQIJ2Fygr88MMP9OrVC1tb28oOWQghhKgWEmLTuJeQWWnjBR+OYfcPl1CrNXi2dCBgZKMnLmFbwK1xDeo0s0Oj1rB/zWU06pLNggE4+MsVUhOysKhhxPOveD76ACGeYCopjyCEEJWmfv36tG3blh9//BGAq1evcvDgQe0Txnl5ecyePRsfHx9sbGwwMzNj586dJZ5pGBISgouLi06Sq02bNoXa/fLLL7Rr1w5HR0fMzMyYOnVqqWYzFozVpEkTncW12rVrh1qtJjQ0VLutYcOGqFT/3E86OTkVegS/NGO6uLhoE7YADRo0wMrKipCQECA/BzV8+HD8/Pz47LPPCA8P17YdP348n3zyCe3atePjjz/m/PnzxY6XkZGBkZFRoe0mJiba5CjkJ/zc3Nx0Zu06ODg88jwfrGFsamqKhYVFma9NWWI6deoUgYGB1K5dG3Nzczp27Aig/VkIDQ2lZcuWOuP8+8ODc+fOsXLlSp2Zsf7+/qjVaiIiInjxxRdxdXWlTp06vPHGG6xZs4b09HTt8TY2NtStW7fYrwcXEKtMBcnbB+Mtb1VekOzVV1/l9u3bTJ8+nbi4OJo2bcqOHTu0We2oqCiUSt3ccmhoKIcOHWLXrl1VEbIQQghRpbIycjm6MZxLB6JRKhV4t3OiRXd3zKwNK2zMs3uiOLz+KgAN2jvTsb8XSuWTVcP139r38+RGcALxESl8N+Ev9I300DdUYWCkQt9Qhb6h3j/fG6kwMNIjJzOP0L/jUCjAb0iDKivxIERlkZm2Qoingr5J/ozXqhq7FIYNG8a4ceP46quvWLFiBR4eHtpk2fz58/nyyy9ZtGgRPj4+mJqaMmHCBG0tzvJw9OhRBg4cyMyZM/H398fS0pJ169axcOHCchvjQQWlCQooFArU6or7nTNjxgwGDBjA1q1b2b59Ox9//DHr1q2jd+/eDB8+HH9/f7Zu3cquXbv49NNPWbhwIePGjSuyrxo1apCYmFhoe1HnVJbzLM9rU9qYCspb+Pv7s2bNGuzs7IiKisLf379UP2+pqamMHDmS8ePHF9pXu3ZtDAwMOH36NPv372fXrl1Mnz6dGTNmcOLECaysrJg7d652gbCHCQ4Opnbt2iWKx9HRsVA5kYKSrQUzxx0dHYss42phYaFN1ALaUhUVudhftfhLY+zYsQ8th7B///5C27y8vHRqvAghhBDPiohzt/nr/66QlpRfO0mt1nDpYAyXj8bRqFNNfP1dMTYvv/qqGo2GE1siOLH1OgDNXqxNmz4eT9yiW0UxszaiXd+67F8TSm62mtzsbDJKeGxzf1ec6lpVZHhCVAtS01YI8VRQKEpcoqCq9evXj3feeYe1a9fy888/M3r0aO191+HDh+nZs6e2TKRarebKlSs0aNCgRH17e3tz48YNYmNjcXJyAuDvv//WaXPkyBFcXV11apNGRkbqtDEwMNBZsOphY61cuZK0tDTtbNvDhw+jVCrx8vIqUbylVXB+N27c0M62DQ4OJikpSeca1atXj3r16vHuu+/Sv39/VqxYQe/evQFwcXFh1KhRjBo1iilTprB8+fKHJm2bNWtGcHBwhZxLVbt8+TJ3797ls88+017LggXbCnh5eRVaqO3EiRM6r5s3b05wcDB169Z96Fh6enr4+fnh5+fHxx9/jJWVFX/++Sd9+vQp9/IIbdq0Yc6cOdy6dQt7e3sAdu/ejYWFhfZnpE2bNoXOa/fu3YVmpV+8eJFatWpRo0aNEo9fWtUiaSuEEEKI4qWnZHPwlytcPZX/yJKlnTGdXq+PUqng79/Dib2azLk9Nwg+GEOTF1xo6ueCocmjFwcrjkaj4fBvVzn35w0AWr9cB99urk9FwrZAw/Y1qetrT1Z6LtmZeeRk5ZGTWfB9LjlZefnfP7DPxNKAli+5V3XoQlQKKY8ghBCVy8zMjFdffZUpU6aQkpKis/CTp6cn69ev58iRI1hbW/P5558THx9f4qStn58f9erVY/DgwcyfP5+UlJRCC0d5enoSFRXFunXraNmyJVu3bmXjxo06bdzc3IiIiODs2bPUqlULc3NzDA11n/gaOHAgH3/8MYMHD2bGjBncvn2bcePG8cYbbxSqF1paeXl5nD17VmeboaEhfn5++Pj4MHDgQBYtWkRubi5vv/02HTt2pEWLFmRkZPDBBx/Qt29f3N3duXnzJidOnCAoKAiACRMm0K1bN+rVq0diYiL79u3D29v7oXH4+/szfPhw8vLydEo8PA0KZsEuWbKEUaNGcfHiRWbPnq3TZuTIkXz++edMmjSJYcOGcfbsWe0icgV/L0yaNInnnnuOsWPHMnz4cExNTQkODmb37t0sXbqULVu2cO3aNTp06IC1tTXbtm1DrVZrE/s2NjbY2NiUOO6oqCgSEhKIiorS+TmpW7cuZmZmdO3alQYNGvDGG2/w3//+l7i4OKZOncqYMWO0P8OjRo1i6dKlfPjhhwwdOpQ///yTX3/9la1bt+qMdfDgQbp27VqWy1tikrQVQgghqjGNRkPo33EcWh9GVlouCqWCpn4utHrJXTsDrvf7zbkRnMDfv1/jdtQ9Tm67zoX9N2nWtTaNO7ugb1j6m0i1WsP+1ZcJORILQPtXPWnc2eURRz2ZDE30HzvBLcTTSsojCCFE5Rs2bBg//PAD3bt315lFOHXqVK5du4a/vz8mJiaMGDGCXr16kZycXKJ+lUolGzduZNiwYbRq1Qo3NzcWL16ss7DVyy+/zLvvvsvYsWPJysqiR48eTJs2jRkzZmjbBAUFsWHDBjp37kxSUhIrVqzQSS5Dfg3VnTt38s4779CyZUtMTEwICgri888/f6xrA/mP3D+4WBWAh4cHV69e5ffff2fcuHF06NABpVJJQEAAS5YsAUClUnH37l0GDRpEfHw8NWrUoE+fPsycORPITwaPGTOGmzdvYmFhQUBAAF988cVD4+jWrRt6enrs2bMHf3//xz6v6sTOzo6VK1fyn//8h8WLF9O8eXMWLFjAyy+/rG3j7u7O+vXref/99/nyyy9p06YNH330EaNHj9YmQBs3bsxff/3FRx99RPv27dFoNHh4eGgXO7OysmLDhg3MmDGDzMxMPD09+b//+z8aNmxYprinT5/OTz/9pH1d8HOyb98+OnXqhEqlYsuWLYwePZo2bdpgamrK4MGDmTVrls55bd26lXfffZcvv/ySWrVq8f333+u8x5mZmWzatIkdO3aUKc6SUmiesToDKSkpWFpakpycjIWFRVWHI4QQQjxUyp0M9q8N5UZwfr2kGi5mdHnDG7va5kW212g0XDt7m2ObI0iMTQPA2MIA3wBXGrWvqZ0xp3OMWsO9xEyS4zNIupVOUnw6SbfSSYhNIzUhC4UCOr/hjXdbp4o7USHK4Fm9p6vs876XkMnP/zmCUk/B6KWdK3w8IYQoD5mZmURERODu7l7kQlFClJevvvqKzZs3s3PnzqoOpVqYM2cOy5Yt48aNG1UdSoX65ptv2LhxY7FrbRX371BJ7+dkpq0QQghRzajVGi7su8nfv4eTm61Gpa+k1UvuNPFzQaUqnHgtoFAo8Ghmj3sTO8JOxHP8j2uk3Mnk0K9hnN0dhW+AKyp9JUkPJGiTb2eQ95AZdCp9JS++2QCP5vYVdapCiGquYKatOleDRq1B8YQvQCiEEEKUp5EjR5KUlMS9e/cwNy96YsXT7Ouvv6Zly5bY2tpy+PBh5s+f/9A1q54m+vr62hncFUmStkIIIUQ1cjc6lX2rLxMfkQKAs6cVnV+vj5VDyVceVioVeLV2pG4Ley4fieXE1uukJmbx1/9dKbq9SoGlnTFWDiZY2Zvk/9fBGBtnM4xMpWyAEM+yB2fo5+aq0Td4umr2CSGEEI9DT0+vUF3gijZq1ChWr15d5L7XX3+dZcuWVVosYWFhfPLJJyQkJFC7dm3ef/99pkyZUmnjV5Xhw4dXyjiStBVCCCGqiXN7b3Bkw1XUeRoMjFS0DapLg3bOZZ7ZplIpadi+Jl7POXLxr2iuHI/HyFQPK3sTLB1MtElacxtDlMXM4BVCPLv0HkjS5mVL0lYIIYSoarNmzWLixIlF7qvsklFffPFFsXV/xeORpK0QQghRDZzdE8Xh9VcBcG9Sgw6veWFmbfiIo0pGT19FU7/aNPWrXS79CSGeHUqlAqVKgTpPQ25OHiCz74UQQoiqZG9vj729lC97FkjSVgghhKhiFw9EaxO2LV9yp2UPNxQKqRsphKge9PSVZOflkZtddP1rIYQQQghR/uRZSCGEEKIKXT4ay19rQwFo7l9bErZCiGqnoK5t7kMWLRRCCCGEEOVPkrZCCCFEFQk7Gc+fP4cA4NO5Fs/18pCErRCi2tHTz69jm18eQQghhBBCVAZJ2gohhBBVIOL8Hfb8GIxGAw3aOdH+FU9J2AohqiU9g/w/GfKkPIIQQgghRKWRpK0QQghRyW4EJ7Djuwuo1RrqtXKg48D6KJSSsBVCVE9SHkEIIYQQovJJ0lYIIcRTJeNeNqd3RnJu7w2uX7hD0q101HnVJ9EQE5bItm/Oo87V4NHMjhcGe6OUhG2VSYiJZtvShdy9GVXVoQhRbUl5BCGEeHK5ubmxaNGiErffv38/CoWCpKSkCoupOrp79y729vZcv379sfrp1KkTEyZMKJeYrl+/jkKh4OzZs+XSnyjstddeY+HChVUdxkNJ0lYIIcRT4/aNe/z66QmObgzn0G9hbP3qPGum/8234/5izcd/s/Xr8xxeH8alg9FEhyaSlpSFRqOptPjiIpLZsvQ8uTlqXBvZ8uKwhihV8qu4Kp3evpmQg/s4s+OPqg5FiGpLWx5BZtoKIUSFUSgUxX7NmDGjTP2eOHGCESNGlLh927ZtiY2NxdLSskzjlVR1Sw7PmTOHnj174ubm9lj9bNiwgdmzZ5dLTC4uLsTGxtKoUaNy6e9JkZCQwLhx4/Dy8sLY2JjatWszfvx4kpOTddpFRUXRo0cPTExMsLe354MPPiA3N1enzf79+2nevDmGhobUrVuXlStX6uyfOnUqc+bMKdR3daFX1QEIIYQQ5eHqqVvs/SmY3Gw1FnbG2LmYkRSfQfKtdHJz1CTFp5MUn17oOH1DFXa1zWn/qic1aplXWHy3o+6xZck5crLyqFXfmoCRjVDpScK2qt26Hg7kz7gVQhRNT8ojCCFEhYuNjdV+/8svvzB9+nRCQ0O128zMzLTfazQa8vLy0NN7dErHzs6uVHEYGBjg6OhYqmOedOnp6fzwww/s3LnzsfuysbEph4jyqVSqZ+69AIiJiSEmJoYFCxbQoEEDIiMjGTVqFDExMaxfvx6AvLw8evTogaOjI0eOHCE2NpZBgwahr6/P3LlzAYiIiKBHjx6MGjWKNWvWsHfvXoYPH46TkxP+/v4ANGrUCA8PD1avXs2YMWOq7JwfRv5aFEII8dhiribx83+O8PuiM1z86yZpyVmVNrZGreHY5mvsXH6R3Gw1Lg1seGVyCwJG+PDatFaM+LIjg+a25eV3mtLhtXo07lKL2g1tsbAzRqGAnKw8YsKSWD/vFCFHYh89YBncjUll8+KzZKXn4lTXku6jG2sfNxZVR63O407kdQASY5/+pO3d6BtkpadVdRjiCaQqKI8gC5EJIUSFcXR01H5ZWlqiUCi0ry9fvoy5uTnbt2/H19cXQ0NDDh06RHh4OD179sTBwQEzMzNatmzJnj17dPr9d3kEhULB999/T+/evTExMcHT05PNmzdr9/97BuzKlSuxsrJi586deHt7Y2ZmRkBAgE6SOTc3l/Hjx2NlZYWtrS2TJk1i8ODB9OrVq8zXIzExkUGDBmFtbY2JiQndunUjLCxMuz8yMpLAwECsra0xNTWlYcOGbNu2TXvswIEDsbOzw9jYGE9PT1asWPHQsbZt24ahoSHPPfdcoeuwc+dOmjVrhrGxMV26dOHWrVts374db29vLCwsGDBgAOnp/0wM+Xd5BDc3N+bOncvQoUMxNzendu3afPfddyW6Bv8uj1DWmHbs2MHzzz+vfX9eeuklwsPDdcY6cuQITZs2xcjIiBYtWrBp06ZCpRkuXrxIt27dMDMzw8HBgTfeeIM7d+5o969fvx4fHx+MjY2xtbXFz8+PtLTS33s2atSI//3vfwQGBuLh4UGXLl2YM2cOf/zxh3Ym7a5duwgODmb16tU0bdqUbt26MXv2bL766iuys7MBWLZsGe7u7ixcuBBvb2/Gjh1L3759+eKLL3TGCwwMZN26daWOszJI0lYIIcRjSU/JZufyi9xLyOTm5UT++r8rrJx8mA3zT3F2TxQpdzIqbOzszFy2f3uBk9uuA9DUz4WXxjTGyFRf20ahVGBuY4SLtw0+nWrRvl89Asc14Y3ZbRi5uBOvTW9F7Ya25OWo+fPnEP5cFUJudvnVbUyKT2fzorNkpuZg72rOS2OaoG8oCdvqICkujpysTABSE+6SnVlxP6tVLSEmmpXvv83vC+ZUdSjiCVRQHkFq2gohnlQajYb0nPQq+SrPUlyTJ0/ms88+IyQkhMaNG5Oamkr37t3Zu3cvZ86cISAggMDAQKKiiq/VP3PmTPr168f58+fp3r07AwcOJCEh4aHt09PTWbBgAatWreLAgQNERUUxceJE7f558+axZs0aVqxYweHDh0lJSWHTpk2Pda5Dhgzh5MmTbN68maNHj6LRaOjevTs5OTkAjBkzhqysLA4cOMCFCxeYN2+edjbytGnTCA4OZvv27YSEhPDNN99Qo0aNh4518OBBfH19i9w3Y8YMli5dypEjR7hx4wb9+vVj0aJFrF27lq1bt7Jr1y6WLFlS7LksXLiQFi1acObMGd5++21Gjx6tM4u6tEobU1paGu+99x4nT55k7969KJVKevfujVqd/2FsSkoKgYGB+Pj4cPr0aWbPns2kSZN0xkxKSqJLly40a9aMkydPsmPHDuLj4+nXrx+QP1O8f//+DB06lJCQEPbv30+fPn20P/9r1qzBzMys2K+DBw8+9JyTk5OxsLDQzi4/evQoPj4+ODg4aNv4+/uTkpLCpUuXtG38/Px0+vH39+fo0aM621q1asXx48fJyqq8iUclJeURhBBClJlGrWHPymDSk7OxdjKl/nOOXDt7m/iIFGLDk4kNT+bw+qvY1TanTjM7PJrZYe1oWi5jJ9/OYNs350mISUOpp6Dz6/Wp/5xTqfpQ6SuxdTbjpTGNObXjOsf+iCDkcCy3o+4RMKIRlnYmjxVjzNUkdv9wifSUbGxrmhE4vikGxvKrt7ooKI1QIDE2Bgd3jyqKpmLFXwsDjYbbkRFVHYp4AhWUR5CatkKIJ1VGbgat17aukrGPDTiGif7j3VMWmDVrFi+++KL2tY2NDU2aNNG+nj17Nhs3bmTz5s2MHTv2of0MGTKE/v37AzB37lwWL17M8ePHCQgIKLJ9Tk4Oy5Ytw8Mj/z5p7NixzJo1S7t/yZIlTJkyhd69ewOwdOlS7azXsggLC2Pz5s0cPnyYtm3bAvlJPxcXFzZt2sQrr7xCVFQUQUFB+Pj4AFCnTh3t8VFRUTRr1owWLVoAPLJObWRkJM7OzkXu++STT2jXrh0Aw4YNY8qUKYSHh2vH69u3L/v27SuU5HxQ9+7defvttwGYNGkSX3zxBfv27cPLy6sEV+PxYwoKCtI5/scff8TOzo7g4GAaNWrE2rVrUSgULF++HCMjIxo0aEB0dDRvvfWW9pilS5fSrFkzbemBgn5cXFy4cuUKqamp5Obm0qdPH1xdXQG07w3Ayy+/TOvWxf8/WLNmzSK337lzh9mzZ+vUZo6Li9NJ2ALa13FxccW2SUlJISMjA2NjYwCcnZ3Jzs4mLi5OG3t1IX85CiHEM0Cj0RB3LYXE2DS8Wjui0i+fBy1O7YzkRnACevpK/N9qiK2zGc39XUlNzOTa2dtcO3ObmLAkbkfd43bUPY79fg1rJ1M8mtlRp6kdNVzMUCgUpR73ZmgiO767QFZaLiYWBnQb5YNjnbIvlqBQKmjR3R0Hd0t2/3iJOzdS+XXuSV4Y7E2dpqWrAwYQfSWRE1sjiA5NAsDa0YSX32mqMwP4cWXcS+F/c6djW6s23ca8V279PktuX7+m8zoxNvqpTdomxec/wpiZeo/cnBz09MvvZ1H848CBA8yfP59Tp04RGxvLxo0btY+G5uTkMHXqVLZt28a1a9ewtLTEz8+Pzz777KF/KFYXBb8zpDyCEEJUrYIkZIHU1FRmzJjB1q1biY2NJTc3l4yMjEfOtG3cuLH2e1NTUywsLLh169ZD25uYmGgTtgBOTk7a9snJycTHx9OqVSvtfpVKha+vr3YmZ2mFhISgp6enk+SztbXFy8uLkJAQAMaPH8/o0aPZtWsXfn5+BAUFac9r9OjRBAUFcfr0abp27UqvXr20yd+iZGRkYGRkVOS+B6+Vg4MDJiYmOgliBwcHjh8/Xuz5PNhHQdmL4q73o5Q2prCwMKZPn86xY8e4c+eO9n2JioqiUaNGhIaG0rhxY51r8OD7CXDu3Dn27dunU1u5QHh4OF27duWFF17Ax8cHf39/unbtSt++fbG2tgbA3Nwcc/PSrx+SkpJCjx49aNCgQZkX43uUguTtgyUlqgtJ2gohxFNMnacm/Mxtzu29QXxECgDXL9zBf0QjVKrHS9zGhCVyfHN+0qtD/3rYOv/zC9zM2ojGnV1o3NmF9JRsrp+/Q/iZW9y8nEhibBonY9M4ue06xhYGuHhbU9vbhlreNphaGhY7pkaj4eJf0Rz8NQyNWoO9qzndRjXGzLr440rKxduGfv9pyc7ll4i7lsz2ZRdo9mJtnutVB2UJrld0aCLHt0QQE5YEgFKpoH5bJ1q/XAcTC4NyibHAX6t+IP7aVeIjwvF7awz6BuVzDZ4lt+7POlXp6ZGXm/tU17VNjo/Tfp+WmIClvUMxrUVZpaWl0aRJE4YOHUqfPn109qWnp3P69GmmTZtGkyZNSExM5J133uHll1/m5MmTVRRxyRTU4JbyCEKIJ5WxnjHHBhyrsrHLi6mp7hNrEydOZPfu3SxYsIC6detibGxM3759tTU9H0b/Xx/eKhSKYhOsRbUvz7IPZTF8+HD8/f215QA+/fRTFi5cyLhx4+jWrRuRkZFs27aN3bt388ILLzBmzBgWLFhQZF81atQgMTGxyH0PnrtCoSj1tft3HyU9pqT9lSSmwMBAXF1dWb58Oc7OzqjVaho1avTIn5MHpaamEhgYyLx58wrtc3JyQqVSsXv3bo4cOaItz/DRRx9x7Ngx3N3dWbNmDSNHjix2jO3bt9O+fXvt63v37hEQEIC5uTkbN27UOU9HR8dCyfL4+HjtvoL/Fmx7sI2FhYU2UQtoS4OUdtG+yiBJWyGEeAplZeQScjiGc3/eIDUhvzaPSk+JBg0R5+6wZ0UwLw5tiFJZ+lmuABn3stn1/SU0GvB6zpH6bR5elsDEwoAGzzvT4HlnstJzuH7hLuGnb3EjJIGMlGyuHIvnyrH8X6a2Nc1w8bbGpYENznWt0DP4p/ZrXq6aA+uuEHwoBoB6rR3oPLC+TpvyYGZtRK/3m3F0Qzjn9t7gzO4o4q+n0HV4wyKTyhqNhpuhiZzcev2fZK1KgXdbJ5oHuGJhW3436gUiL5zl0l97CwIgMSYae7c6xR8kCimYaevWtAXhJ/8mMTamiiOqOAUzbQHSkiRpW1G6detGt27ditxnaWnJ7t27dbYtXbqUVq1aERUVRe3atSsjxDL5p6atzLQVQjyZFApFuZUoqE4OHz7MkCFDtGUJUlNTuX79eqXGYGlpiYODAydOnKBDhw4A5OXlcfr0aZo2bVqmPr29vcnNzeXYsWPaGbJ3794lNDSUBg0aaNu5uLgwatQoRo0axZQpU1i+fDnjxo0D8hNwgwcPZvDgwbRv354PPvjgoUnbZs2asXr16jLFWt0VXLfly5drE6KHDh3SaePl5cXq1avJysrC0DD/750TJ07otGnevDn/+9//cHNz09aV/TeFQkG7du1o164d06dPx9XVlY0bN/Lee++VujxCSkoK/v7+GBoasnnz5kIzodu0acOcOXO4desW9vb2AOzevRsLCwvtz0ibNm0KlenYvXs3bdq00dl28eJFatWqVWzd46oiSVshhHiKpNzN4PyfNwk+HENOZv6MKGNzfRp1rEWjDjW5FZnC9mUXuHryFnr6Srq84Y2ilInbgjq2acnZWDua0OG1eiUucWBooo9Xa0e8WjuSl6Mm7loyUSEJ3AhO4PaNe9yNTuVudCpn99xApafE2dOSWt42ONWx5OimcGKvJoMC2vT2oNmLtctUWqEkVColz7/iiWMdS/5cFUJMWBK/zDmB/7CG1PTKf8RHo9FwMyS/DEJseDIASj0FDdo509zfFXOboh+xelw52VnsWf6VzraE6BuStC2ltKRE0pISQaGgXuu2+UnbmJtVHVaFSYp7IGn7kJkkovIlJyejUCiwsrKq6lCKVVAeIU/KIwghRLXi6enJhg0bCAwMRKFQMG3atMeawVlW48aN49NPP6Vu3brUr1+fJUuWkJiYWKJ79QsXLug8Nq9QKGjSpAk9e/bkrbfe4ttvv8Xc3JzJkydTs2ZNevbsCcCECRPo1q0b9erVIzExkX379uHt7Q3A9OnT8fX1pWHDhmRlZbFlyxbtvqL4+/szZcoUEhMTtY/zPy2sra2xtbXlu+++w8nJiaioKCZPnqzTZsCAAXz00UeMGDGCyZMnExUVpU1wF7yHY8aMYfny5fTv358PP/wQGxsbrl69yrp16/j++++1i5x17doVe3t7jh07xu3bt7XXvTTlEVJSUujatSvp6emsXr2alJQUUlLynxq1s7NDpVLRtWtXGjRowBtvvMF///tf4uLimDp1KmPGjNEmnkeNGsXSpUv58MMPGTp0KH/++Se//vorW7du1Rnv4MGDdO3atewXuQJJ0lYIIZ4CcRHJnNtzg/DTtyh4Usna0YSmfrWp18pBOxvVzacGXYc1ZOf3l7h8NA49fRUd+pc86QpwelckUZcSUOkr8X+rEQZGZftVotJXUtPLmppe1rTp5UFGajY3LydyIziBGyEJpCZmcSMkkRsh/ySYDIxUvDisIW4+lfMpaF1fe2rUMmPHdxe4G53G74vO8FwvD2rUMuPE1gjiruXfPKj0lDR43pnm/rUxs66YZG2Bv9f/H0nxsZjZ2OJcz5srfx/ibvTTm2ysKAWzbK2damoT3omxMWg0mgr7MKCq5GRm5ieo70tNevjq0KLyZGZmMmnSJPr374+FhcVD22VlZemsZlzwR0tlkvIIQghRPX3++ecMHTqUtm3bUqNGDSZNmlQlvycmTZpEXFwcgwYNQqVSMWLECPz9/VGpHv1EXMHs3AIqlYrc3FxWrFjBO++8w0svvUR2djYdOnRg27Zt2kfk8/LyGDNmDDdv3sTCwoKAgAC++OILAAwMDJgyZQrXr1/H2NiY9u3bs27duofG4OPjQ/Pmzfn1118f+Qj/k0apVLJu3TrGjx9Po0aN8PLyYvHixXTq1EnbxsLCgj/++IPRo0fTtGlTfHx8mD59OgMGDNDOcHV2dubw4cNMmjSJrl27kpWVhaurKwEBASiVSiwsLDhw4ACLFi0iJSUFV1dXFi5c+NAnkIpz+vRpjh3LL2dSt25dnX0RERG4ubmhUqnYsmULo0ePpk2bNpiamjJ48GCdBfLc3d3ZunUr7777Ll9++SW1atXi+++/x9/fX9smMzOTTZs2sWPHjlLHWRkUmqouRFLJUlJSsLS0JDk5udgbZCGEqO40ag3Xzt3m7O4bxF1L1m538bamiV9tanvbPHQWbeixOPasDAYNNPFzoV1Q3RIlqmKuJrHp8zNo1Bo6v1GfBu0qZvEcjUZDUnw6UfcTuNGhiZjbGNFtlA/WjqaP7qCc5WTn8dfaUEL/jtPZrtJX0vD5/Jm1plYVX1P21vVrrJ4yAY1aTc+JU0mKi+Gv1T9Sr017Aic8fMVaUdixTb9x6P9+wqttBwJGT+DLQUGg0TD6u9WYWFpVdXjl6nbUdX7+4J8VpFv37sfzrw2qwojKR3W/p1MoFDoLkT0oJyeHoKAgbt68yf79+4uNf8aMGcycObPQ9so87+DDMexbdRlXH1teGtPk0QcIIUQVy8zMJCIiAnd394cuMCUqjlqtxtvbm379+jF79uyqDqdEtm7dygcffMDFixdRKstn0eYn2Zo1a3jzzTdJTk7Wqf/6tPnmm2/YuHEju3btKve+i/t3qKT3sTLTVgghnkC3o+5xYN0VbbJWqVJQr5UDTV6oTY1ahVf0/Dev1o7k5arZt+oy5/bcQN9AReuXi3+8PiM1m90/XEKj1lCvlQPebR9ex/ZxKRQKrB1NsXY0pUkXF9RqDQoodSmH8qJvoOKFwd44eVhy8JcwFApo2KEmzbrWfuTiaeVFrc5j93dL0KjVeLZqS92Wz3HtdH6tqYToG5USw9OkYKatvVsd9AwMsKhhT8rteBJio5+6pO2D9WwBUhNlpm1VysnJoV+/fkRGRvLnn38+MvE6ZcoU3nvvPe3rlJQUXFxcKjpMHXoF5RGkpq0QQogiREZGsmvXLjp27EhWVhZLly4lIiKCAQMGVHVoJdajRw/CwsKIjo6u9N+z1cHPP/9MnTp1qFmzJufOnWPSpEn069fvqU7YQv6ibkuWLKnqMB5KkrZCCPEEyUzL4djv17h4MBo0oGeookmXWvh0qlXq5GGDds7kZudx8JcwTm67jp6BEt8AtyLbatQa9q4MITUxCysHEzoO8KrUR8jLumBaeVIoFDRsXxO3xjVQ6SkxMtV/9EHl6OyOLcSFh2FgbEKXN/Mf27KpmX9DmRgbjVqdh1JZvouyPc1uRUYAYO/qDoC1kzMpt+NJjImmVv2GVRlauUu+X89WoVCi0ah1SiWIylWQsA0LC2Pfvn3Y2to+8hhDQ0Ntbbaqoi2PIDVthRBCFEGpVLJy5UomTpyIRqOhUaNG7Nmzp9g6stXRhAkTKnW8uXPnMnfu3CL3tW/fnu3bt1daLHFxcUyfPp24uDicnJx45ZVXmDNnTqWNX1WGDx9e1SEUS5K2QgjxBFCrNYQcjuHvTdfITMsBwLOlA2371MXMuux/zDfu7EJutpqjG8P5e9M19PRVNHmh8CfLZ/ZEEXnx7mPXsX0aVNbM2gel3LnFoXWrAOgwcAhmNvmJHgs7O/T0DcjNySbl1i2sHCtu9vPTJCczk8TYaADs7teztXaqSeT5M9rtT5Ok+PyyHnZu7tyKCCdNZtpWmNTUVK5evap9HRERwdmzZ7GxscHJyYm+ffty+vRptmzZQl5eHnFx+e+NjY0NBgYGVRX2I6kM8mfaSk1bIYQQRXFxceHw4cNVHcYTZ9SoUfTr16/IfZU9w/XDDz/kww8/rNQxxaM9u391CyHEEyIuIpmD665wK/IeADbOpnR4rR4165XPyqbN/V3Jzc7jxNbrHPotDD0DJQ3b19Tujw1P5u9N+Y+St+/nWaLyC6L8aDQa9v7wDTlZmdSs34DGLwRo9ymVKqydnLkddZ270TckaVtCt6Oug0aDqZU1plb5/x/ZOOf/zD+dSdv8mba16jfkVkS4lEeoQCdPnqRz587a1wVlDQYPHsyMGTPYvHkzAE2bNtU5bt++fToLglQ3Uh5BCCGEKH82NjbY2NhUdRiiGpOkrRBCVFPpKdn8vSmckCP5CRcDIxWtAuvQqFNNVKryLY7f8iV3crPVnNkdxf61oejpK/F6zonM1Bx2fX8RjVqDZwt7GjxfMQuPiYe78vchrp0+gVKlx4tvjUPxr4URbGq6cDvqOgkxN/HwbVVFUT5ZbkfmfwhRMMsW8mfaAiTGxlRJTBWpIGlbs34DTm/fTEZKMnm5uaj05DawvHXq1Ini1vh9Utf/lfIIQgghhBCVT+7WhRCimlHnqbl4IJpjmyPIzsgFoH4bR9r0rouJRcU8PqtQKGjTx4Pc7Dwu/BXN3p9CUOopuXIsjtTELCztjek0sH6l1rEVkJmayp8rvgWgde9XsK1VuHRFQV1bWYys5G5F/LMIWYGCpG1SXMxTVR84LzeXlNu3AHCsWw+lSoU6L4/05CTMbWtUcXTiSaHSl/IIQgghhBCVTZK2QghRwbLSc8jNUZOXo0adpyEv95//5uWqUefe/z5PTU5mHmf33OBudCoAdrXN6fBaPRzrWFZ4nAqFgvav1iM3R03IkVh2fX8JAJXe/Tq2xvIro7IdWPMj6clJ2DjXolWvoutd2dSsBcBdSdqW2K3Iwklb8xo1UOnrk5eTQ8rt21g5OFZVeOXq3p3baNRq9PQNMLepgYmVNal375CWmCBJW1Fietqkrcy0FUIIIYSoLPIXuBBCVJCsjFz2/RxC+JnbpT7W0ESP53p50OB5Z5TKypvdqlAq6PR6fXJz1ISdiAfg+VfqYudiXmkxiHw3gi9w4c9dALw4chx6+vpFtrO9P9M2MfomGo1GZkM/gjovjzuR1wGwc/0naatUqrB2dObOjUgSY6OfmqRtQWkESwdHFEolZveTtlLXVpSG3v2FyPKkPIIQQgghRKWRpK0QQlSAhJg0tn97gaT4dAAUivwZq0o9JSo9Rf73KsU/21QKVPpKlColNWqZ4dvNFWOzqllJXKlU8MIQbyztjdE3UNGwQ81HHyTKVW52Nru/WwpAY78AatVv+NC21k41QaEgMy2V9OQk7cJaomiJsTHk5mSjb2iElaNuYtbaqaY2aeve1LeKIixfSfFxQH7SFsDUOn+xi7QkSdqKkiuoaatWa1DnqVGWc111IYQQQghRmCRthRCinIWfvsXen0LIycrDzNqQgJE+OLhZVHVYpaJSKWkdWOfRDUWFOLbpVxJjozG1tqH9gCHFttUzMMDS3oHk+DgSom9I0vYRCkoj1HB1K1S31topf6G9hJjoSo+rohTMtLVycALQ/nykJiZWWUziyaMy+CdJm5ujxkCStkIIUW116tSJpk2bsmjRIgDc3NyYMGECEyZMeOgxCoWCjRs30qtXr8cau7z6eZKEhobSsWNHwsLCMDcv+9OJJXmfSmr//v107tyZxMRErKysHrs/Udhzzz3HBx98QFBQUIWOI3dcQghRTtRqDUc3hbPju4vkZOVRs54Vr0xp+cQlbEXVunMjkuOb1gPQ5c2RGJmaPfKYghIJCTE3KzS2p8Ht6/fr2boW/lCiYDGyxNinJ2mbrE3a5s+0NbO2BWSmrSgdPb1//mTIk7q2QghRIQIDAwkICChy38GDB1EoFJw/f77U/Z44cYIRI0Y8bng6ZsyYQdOmTQttj42NpVu3buU61r+tXLmyWiUip0yZwrhx4x4rYQvl+z61bduW2NhYLC0rfl2U6uT69esMGzYMd3d3jI2N8fDw4OOPPyY7O1un3fnz52nfvj1GRka4uLjw3//+t1Bfv/32G/Xr18fIyAgfHx+2bdums3/q1KlMnjwZtbpi74skaSuEEOUgMy2HrUvPcXpHJABN/Fx4+Z2mmFhUTYkD8WTSqNXs+m4J6rxcPFq0xrNV2xIdZ+0si5GV1K2CpK17EUnb+9fxaUraJsX9a6atdf5M2zSpaStKQaHML+cDshiZEEJUlGHDhrF7925u3iz8IfyKFSto0aIFjRs3LnW/dnZ2mJiYlEeIj+To6IihoWGljFUdREVFsWXLFoYMGfLYfZXn+2RgYICjo+Mzt9bF5cuXUavVfPvtt1y6dIkvvviCZcuW8Z///EfbJiUlha5du+Lq6sqpU6eYP38+M2bM4LvvvtO2OXLkCP3792fYsGGcOXOGXr160atXLy5evKht061bN+7du8f27dsr9JwkaSuEEI/pzs17/PbpCaKCE9DTV/Li0AY839dTav6JUju3ZwexVy6jb2TMC0NHl/hGSzvTNlpm2hZHo9H8k7QtcqZtfnmEe3duk5OdVamxVQSNRkPSrYKatgXlEfJr2spCZKK0ChYjy83Oq+JIhBDi6fTSSy9hZ2fHypUrdbanpqby22+/MWzYMO7evUv//v2pWbMmJiYm+Pj48H//93/F9uvm5qYtlQAQFhZGhw4dMDIyokGDBuzevbvQMZMmTaJevXqYmJhQp04dpk2bRk5ODpA/03XmzJmcO3cOhUKBQqHQxqxQKNi0aZO2nwsXLtClSxeMjY2xtbVlxIgRpKamavcPGTKEXr16sWDBApycnLC1tWXMmDHascoiKiqKnj17YmZmhoWFBf369SM+Pl67/9y5c3Tu3Blzc3MsLCzw9fXl5MmTAERGRhIYGIi1tTWmpqY0bNiw0AzLB/366680adKEmjX/WQOkYCbwli1b8PLywsTEhL59+5Kens5PP/2Em5sb1tbWjB8/nry8f36n/vt9UigUfP/99/Tu3RsTExM8PT3ZvHlzia7B/v37USgUJCUlPVZMq1atokWLFpibm+Po6MiAAQO4deuWzlibN2/G09MTIyMjOnfuzE8//aQzNsChQ4do3749xsbGuLi4MH78eNLS0rT7v/76a20fDg4O9O3bt0Tn+W8BAQGsWLGCrl27UqdOHV5++WUmTpzIhg0btG3WrFlDdnY2P/74Iw0bNuS1115j/PjxfP7559o2X375JQEBAXzwwQd4e3sze/ZsmjdvztKlS7VtVCoV3bt3Z926dWWKtaQkoyCEEI8h9Fgc/5t3ipQ7mVjUMCJoki/1Wj0dq86Lynfhz50AtOv3Oua2NUp8nI0kbUskLTGBjJRkFAoltrVdC+03NrfQlqNIio2p7PDKXVpSIrlZWSgUSizt7QEw0y5EJjVtRemo9GWmrRDiyaXRaFCnp1fJl0ajKVGMenp6DBo0iJUrV+oc89tvv5GXl0f//v3JzMzE19eXrVu3cvHiRUaMGMEbb7zB8ePHSzSGWq2mT58+GBgYcOzYMZYtW8akSZMKtTM3N2flypUEBwfz5Zdfsnz5cr744gsAXn31Vd5//30aNmxIbGwssbGxvPrqq4X6SEtLw9/fH2tra06cOMFvv/3Gnj17GDt2rE67ffv2ER4ezr59+/jpp59YuXJlocR1SanVanr27ElCQgJ//fUXu3fv5tq1azrxDRw4kFq1anHixAlOnTrF5MmT0dfXB2DMmDFkZWVx4MABLly4wLx58zAze3ipsoMHD9KiRYtC29PT01m8eDHr1q1jx44d7N+/n969e7Nt2za2bdvGqlWr+Pbbb1m/fn2x5zNz5kz69evH+fPn6d69OwMHDiQhoWwfvJclppycHGbPns25c+fYtGkT169f15lVHBERQd++fenVqxfnzp1j5MiRfPTRRzrjhoeHExAQQFBQEOfPn+eXX37h0KFD2p+DkydPMn78eGbNmkVoaCg7duygQ4cO2uPnzp2LmZlZsV9RUVEPPe/k5GRsbGy0r48ePUqHDh0wMPjniVh/f39CQ0NJvL/mw9GjR/Hz89Ppx9/fn6NHj+psa9WqFQcPHnzUpX8sshCZEEKUQV6emiP/u8r5P/OTZLUb2PDisIYYmepXcWTiSVbwyHqtBo1KdZxNzfzH+u/dvU12ZgYGRsblHtvToGARMpuatdA3KPzonkKhwNqpJrFXQ0mMjcbO1b2yQyxXBYuQmdewQ6WX/2+T6f2kbXpSEmp1XqHF2IR4GL37SVupaSuEeBJpMjIIbe5bJWN7nT6FooSPvQ8dOpT58+fz119/0alTJyC/NEJQUBCWlpZYWloyceJEbftx48axc+dOfv31V1q1avXI/vfs2cPly5fZuXMnzs75TxjNnTu3UB3aqVOnar93c3Nj4sSJrFu3jg8//BBjY2PMzMzQ09PD0fHhk1XWrl1LZmYmP//8M6ampgAsXbqUwMBA5s2bh4ODAwDW1tYsXboUlUpF/fr16dGjB3v37uWtt94q0TV70N69e7lw4QIRERG4uORPavj5559p2LAhJ06coGXLlkRFRfHBBx9Qv359ADw9PbXHR0VFERQUhI+PDwB16hS/MHNkZGSRSducnBy++eYbPDw8AOjbty+rVq0iPj4eMzMzGjRoQOfOndm3b1+RCe8CQ4YMoX///kD++7R48WKOHz/+0NrHxSlLTEOHDtUeX6dOHRYvXkzLli1JTU3FzMyMb7/9Fi8vL+bPnw+Al5cXFy9eZM6cOdrjPv30UwYOHKhdYM3T05PFixfTsWNHvvnmG6KiojA1NeWll17C3NwcV1dXmjVrpj1+1KhR9OvXr9hzK/hZ/rerV6+yZMkSFixYoN0WFxeHu7vuPX7Bz2JcXBzW1tbExcVptz3YJi4urtC4N27cQK1Wo1RWzJxYSdoKIUQppadks3P5RWLCkgDwDXCl1ct1UCqfrZpBonxp1GrSU5IBMCnlogHGZuaYWFqRnpxEQvRNHD08H33QM+j29QiAYpOx1s4FSdsnf6Ztcnz+jWXBImSQ/7OlUCjRaNSkJydrZ94K8Sgq/fwEv5RHEEKIilO/fn3atm3Ljz/+SKdOnbh69SoHDx5k1qxZAOTl5TF37lx+/fVXoqOjyc7OJisrq8S1UENCQnBxcdFJcrVp06ZQu19++YXFixcTHh5Oamoqubm5WFiUbnHlkJAQmjRpok3YArRr1w61Wk1oaKg2KdawYUNUqn8+RHZycuLChQulGuvBMV1cXLQJW4AGDRpgZWVFSEgILVu25L333mP48OGsWrUKPz8/XnnlFW0ic/z48YwePZpdu3bh5+dHUFBQsXWEMzIyMDIyKrTdxMRE2yfkJ/zc3Nx0Zu06ODgUKjXwbw+ObWpqioWFxSOPeZiyxHTq1ClmzJjBuXPnSExM1C66FRUVRYMGDQgNDaVly5Y64/z7w4Nz585x/vx51qxZo92m0WhQq9VERETw4osv4urqSp06dQgICCAgIEBbEgLAxsZGZ6ZsSUVHRxMQEMArr7xSpg8ASsLY2Bi1Wk1WVhbGxhUzaUaStkKIZ5pGoyH89G3iI5LJy9OQl6tGnasmL1eT/9+8+/+9vy0vV829u5lkpuWgb6jCb0gD6jSzq+rTEE+BjNR7aO7fCJlYlH6lV5uatfKTtjGStH2YWxHhANi7ezy0jbVTfk2yp2ExsoKZtgWLkAEolSpMLC1JS0okLTFBkraixPSkPIIQ4gmmMDbG6/SpKhu7NIYNG8a4ceP46quvWLFiBR4eHnTs2BGA+fPn8+WXX7Jo0SJ8fHwwNTVlwoQJZGdnl1u8R48eZeDAgcycORN/f38sLS1Zt24dCxcuLLcxHlRQmqCAQqHQJgcrwowZMxgwYABbt25l+/btfPzxx6xbt47evXszfPhw/P392bp1K7t27eLTTz9l4cKFjBs3rsi+atSooX2k/kFFnVNZzrM8r01pYyoob+Hv78+aNWuws7MjKioKf3//Uv28paamMnLkSMaPH19oX+3atTEwMOD06dPs37+fXbt2MX36dGbMmMGJEyewsrJi7ty5zJ07t9gxgoODqV27tvZ1TEwMnTt3pm3btjoLjEH+YnkP1jgGtK8LZo4/rM2/Z5YnJCRgampaYQlbkKStEOIZlpWRy/7Vl7l6qvSfVlo5mNBtlA82TqaPbixECWTcn2VrZGqmfZS9NGyca3Ez+CIJ0TfKO7SnRkF5hKIWIStQkLRNiHny6wMnxeUnbS0ddG8wTa1s8pO2UtdWlMI/C5FJ0lYI8eRRKBQlLlFQ1fr168c777zD2rVr+fnnnxk9+p/FaQ8fPkzPnj15/fXXgfwarleuXKFBgwYl6tvb25sbN24QGxuLk1P+h7p///23TpsjR47g6uqqU5s0MjJSp42BgYHOglUPG2vlypWkpaVpZ9sePnwYpVKJl5dXieItrYLzu3Hjhna2bXBwMElJSTrXqF69etSrV493332X/v37s2LFCnr37g2Ai4sLo0aNYtSoUUyZMoXly5c/NGnbrFkzgoODK+Rcqtrly5e5e/cun332mfZaFizYVsDLy6vQQm0nTpzQed28eXOCg4OpW7fuQ8fS09PDz88PPz8/Pv74Y6ysrPjzzz/p06dPqcsjREdH07lzZ3x9fVmxYkWhsgVt2rTho48+IicnR5u03r17N15eXlhbW2vb7N27V1vSoaDNv2elX7x4UaeUQ0WQpK0Q4pl0KzKFncsvknInE6VSgXc7J4zM9FHpKbVfSpXi/vcKlHpKVColSj0FegYqHN0t0DOQWpCi/KTdX2HVxNKqTMfbymJkxcrOSNcmMe3ciimP4JR/0/c0lEfQzrR1dNLZbmZjw63r4aQmlm0hC/Fs+qemrZRHEEKIimRmZsarr77KlClTSElJ0Vn4ydPTk/Xr13PkyBGsra35/PPPiY+PL3HS1s/Pj3r16jF48GDmz59PSkpKoYWjPD09iYqKYt26dbRs2ZKtW7eyceNGnTZubm5ERERw9uxZatWqhbm5OYaGuusFDBw4kI8//pjBgwczY8YMbt++zbhx43jjjTcK1Qstrby8PM6ePauzzdDQED8/P3x8fBg4cCCLFi0iNzeXt99+m44dO9KiRQsyMjL44IMP6Nu3L+7u7ty8eZMTJ04QFBQEwIQJE+jWrRv16tUjMTGRffv24e3t/dA4/P39GT58OHl5eTolHp4GBbNglyxZwqhRo7h48SKzZ8/WaTNy5Eg+//xzJk2axLBhwzh79qx2EbmCDxomTZrEc889x9ixYxk+fDimpqYEBweze/duli5dypYtW7h27RodOnTA2tqabdu2oVartYn90pRHiI6OplOnTri6urJgwQJu376t3VcwS3bAgAHMnDmTYcOGMWnSJC5evMiXX36pXWgP4J133qFjx44sXLiQHj16sG7dOk6ePFlo1u7Bgwfp2rVr6S5sKUnSVgjxTNFoNJzfd5Mj/7uKOk+DuY0RXd9qiKN76R9HF6I8packAWVP2trcT9relZm2RbodeR0AMxvbYstPFCRtM1PvkXEvBWPz0tVvq06StDVtdZO2plb5swjSJGkrSkFb01bKIwghRIUbNmwYP/zwA927d9eZRTh16lSuXbuGv78/JiYmjBgxgl69epGcnFyifpVKJRs3bmTYsGG0atUKNzc3Fi9erLOw1csvv8y7777L2LFjycrKokePHkybNo0ZM2Zo2wQFBbFhwwY6d+5MUlISK1as0EkuQ34N1Z07d/LOO+/QsmVLTExMCAoK4vPPP3+sawP5j9z/e4ajh4cHV69e5ffff2fcuHF06NABpVJJQEAAS5YsAUClUnH37l0GDRpEfHw8NWrUoE+fPsycORPITwaPGTOGmzdvYmFhQUBAgE4y79+6deuGnp4ee/bswd/f/7HPqzqxs7Nj5cqV/Oc//2Hx4sU0b96cBQsW8PLLL2vbuLu7s379et5//32+/PJL7SzW0aNHa5P4jRs35q+//uKjjz6iffv2aDQaPDw8tIudWVlZsWHDBmbMmEFmZiaenp783//9Hw0bNix1zLt37+bq1atcvXqVWrVq6ezTaDQAWFpasmvXLsaMGYOvry81atRg+vTpjBgxQtu2bdu2rF27lqlTp/Kf//wHT09PNm3aRKNG/ywWHR0dzZEjR1i9enWp4ywNhaYg8mdESkoKlpaWJCcnl7qQthDiyZaZlsOfP4cQce4OAHWa2dH59foYmZb+UXQhytvp7ZvZt/I76rVuR+B7U0p9fMqdWywfMxSlSsX4n/+HSk8+l33QmZ1b+PPHZdRp3pLekz4utu13b7/Jvbu36T97Ps71Hj67ojrLSk9j6Zv5N8PjVv6KgfE/j4Qe/nU1f/9vHU1e7Ibf8DFVFeJje1bv6arqvHd+f5GrJ2/xfD9PmnRxefQBQghRhTIzM4mIiMDd3b3IhaKEKC9fffUVmzdvZufOnVUdSrUwZ84cli1bxo0bT/dEkkmTJpGYmFho9u2Divt3qKT3c/IXnRDimRB3LZmd318kNSELpZ6CdkGe+HSqqX1sQ4iqln5/hoSJlVWZjje3tUPf0IicrEySb8Vh41zr0Qc9Q25fz69na1dMPdsC1k7O3Lt7m4SY6Cc2aVtQCsLE0konYQv5NW0BUotYOEOIh/mnPILMtBVCCCEKjBw5kqSkJO7du4e5uXlVh1Ppvv76a1q2bImtrS2HDx9m/vz5jB07tqrDqnD29va89957FT6O8tFNhBDiyaVRazi9K5KNC06TmpCFpZ0xfT9sQePOtSRhK6qV9OT8BJqJhVWZjlcoFNjUzE/USomEwm7dT9rau5ckaZu/GFlibHSFxlSRCkoj/HsRMgAz6/ykbVqSlEcQJadXUB4hW2raCiGEEAX09PT46KOPKjVhO2rUKMzMzIr8GjVqVKXFARAWFkbPnj1p0KABs2fP5v3339cppfG0ev/99x+7NnNJyExbIcRTK+NeNntWhhB16S4Ani3s6TSwPgbG8k+fqH7SU+7PtC1jTVsAG+daxF+7SsLNG9CyzaMPeEbk5eZy50b+qsf2JZhpa+P8NCRt7y9C9q96tgCm91fGlYXIRGmoDPLnekhNWyGEEKJqzZo1i4kTJxa5r7JLRn3xxRfF1v0Vj0cyF0KIp1JMWCK7vr9EWnI2Kn0lHV6th3c7J5ldK6qt9OQkAEwsy74oXsFiZAkxN8sjpKdGYsxN8nJyMDA2xtL+0Z+I/zPTNqaiQ6swydqkbeGZtgXlEdKTEtGo1SiU8uCVeLSC8giStBVCCCGqlr29Pfb29lUdhqgEkrQVQjwVsjNzuRV5j7hrycRfSyby4l00GrB2NMH/rUbY1jSr6hCFKNY/SVvrMvdRUB4hQcoj6LgVGQGAnat7iRKUBUnbpNiYJzapWVDTtsiZtlb5P2PqvDwyUu9hYlH2DwrEs0Nb01bKIwghhBBCVApJ2gohnjgajYbk2xnEX0sm7loKcRHJ3L2Zikaj267+c4506O+FvqGqagIVohS0C5E9xkxb2wdm2mo0GplZft+tUixCBmBhZ49SpUduTjb37t7Bwu7Jm8lQUNPWyrFw0lalp4exhSUZKcmkJSZI0laUiKqgpq3MtBVCCCGEqBSStBVCVHsajYa4aynEhCUSdy2F+IhkMu7lFGpnZm2IYx1LHOtY4uxphV3tZ2/1TvFkysnMJCcrEyj7QmSQn6BTKJVkZ2SQmngXc5sa5RThk+12wSJkbiVL2ipVKqwcnUiIvkFCbPQTl7TNzcnhXsIdoOiZtgBmVtZkpCSTmpiAnat7ZYYnnlBSHkEIIYQQonJJ0lYIUa0lxqVx8NcwbgTrLpij1FNgX9schzqWOLrnJ2rNrA2rKEohHk96ShIAevoGGBgbl7kflZ4+Vg5OJMZGk3DzpiRtyf/Q51Ypk7aQXyIhIfoGibHRuDVuVlHhVYjkW3Gg0aBvZIzxQ2bRmlrbcDvqOmmyGJkoIb2ChciyJWkrhBBCCFEZJGkrhKiWsjNzObntOuf23kCdp0Gpp8C9cQ3tTFo7F3NU+k9enUkhipKWlASAsaXlY5c0sKnpkp+0jbmBa+Omjx/cE+7e3Ttkpt5DqVJhW6t2iY+zdnIGIDEmuqJCqzDJBaURHBwf+vNkap2/GFlaUmKlxSWebHr3yyPk5UhNWyGEEEKIyiAZDyFEtaLRaAg7Ec/aj//mzK4o1HkaXH1s6T+9NQEjfGjqVxvHOpaSsBVPlfSU/Hq2ppZWj92X7f3FyO5G33ysfrLS0/NnbD7hbkfmz7K1qemCnoFBiY8rWIwsMfbJS9omxT98EbICZveTtqky01aUkErKIwghxBPJzc2NRYsWlbj9/v37USgUJN2fVPCsuHv3Lvb29ly/fv2x+unUqRMTJkwol5iuX7+OQqHg7Nmz5dKfKOy1115j4cKFVR3GQ0nWQwhRbdyNTmXT52fY9cMl0pKzsahhRI+3G/PSmCZY2ZtUdXhCVJj05CQATMohaWtTsBhZ9I3H6uePLz7lxwkjuRN1/bFjqkra0gilrNtq4/zkJ20tHRwf2sbUyhpAyiOIEtOWR5CkrRBCVAiFQlHs14wZM8rU74kTJxgxYkSJ27dt25bY2FgsH2Nx3JKobsnhOXPm0LNnT9zc3B6rnw0bNjB79uxyicnFxYXY2FgaNWpULv09SUaOHImHhwfGxsbY2dnRs2dPLl++rNMmKiqKHj16YGJigr29PR988AG5ubk6bfbv30/z5s0xNDSkbt26rFy5Umf/1KlTmTNnDsn3F4WubqQ8ghCiymWl53B8SwQX9kejUWvQ01fi282Vpi/W1j6OKcTTrHyTtvkzbRNiyj7TNuXObSLPnwHg2pmT1Kjt9thxVZXb1yMAsCtFPVv4Z6Zt8u1b5ObkoKevX+6xVZSkuEfPtC0oj5CaJElbUTL/lEeQpK0QQlSE2NhY7fe//PIL06dPJzQ0VLvNzMxM+71GoyEvLw89vUendOzs7EoVh4GBAY6OD//g92mUnp7ODz/8wM6dOx+7Lxsbm3KIKJ9KpXrm3osCvr6+DBw4kNq1a5OQkMCMGTPo2rUrERERqFQq8vLy6NGjB46Ojhw5coTY2FgGDRqEvr4+c+fOBSAiIoIePXowatQo1qxZw969exk+fDhOTk74+/sD0KhRIzw8PFi9ejVjxoypylMuksy0FUJUGY1aw+Wjsaz5+G/O/3kTjVpDnWZ29J/Rmhbd3bV/IKbcucUP499ixbuj2LZkASe3bORG8AWy0tOq+AyEKB8FC5GZPGTRqNKwcc6faZuWmFDm/0eunvhb+/3NkIuPHVNVuhVZsAiZR6mOM7G0wsDYBDQakuJiKiK0CpNUUNPW8dHlEdISpaatKJl/FiKTmrZCCFERHB0dtV+W99c5KHh9+fJlzM3N2b59O76+vhgaGnLo0CHCw8Pp2bMnDg4OmJmZ0bJlS/bs2aPT77/LIygUCr7//nt69+6NiYkJnp6ebN68Wbv/3zNgV65ciZWVFTt37sTb2xszMzMCAgJ0ksy5ubmMHz8eKysrbG1tmTRpEoMHD6ZXr15lvh6JiYkMGjQIa2trTExM6NatG2FhYdr9kZGRBAYGYm1tjampKQ0bNmTbtm3aYwcOHIidnR3GxsZ4enqyYsWKh461bds2DA0Nee655wpdh507d9KsWTOMjY3p0qULt27dYvv27Xh7e2NhYcGAAQNIT0/XHvfv8ghubm7MnTuXoUOHYm5uTu3atfnuu+9KdA3+XR6hrDHt2LGD559/Xvv+vPTSS4SHh+uMdeTIEZo2bYqRkREtWrRg06ZNhUozXLx4kW7dumFmZoaDgwNvvPEGd+7c0e5fv349Pj4+GBsbY2tri5+fH2lpZft7ZMSIEXTo0AE3NzeaN2/OJ598wo0bN7TlK3bt2kVwcDCrV6+madOmdOvWjdmzZ/PVV1+RnZ0NwLJly3B3d2fhwoV4e3szduxY+vbtyxdffKEzVmBgIOvWrStTnBWtypO2X331FW5ubhgZGdG6dWuOHz9ebPukpCTGjBmDk5MThoaG1KtXT/s/phDiyXH7xj02LDjF3p9CyLiXg5WDCYHjm9BtpA8WtsY6bSPOnCIpPpaEmJuEHNrPX6t+4NeZU1j65qv88M5bbFk0j+O/ryfy/FkyUu9V0RkJUXbp92+Ky2OmraGJiTYhd/dm2UokXD1xVPt99OVg1OonM0mTlZ6mXZTLzq105REUCsUTWddWrc4j5VbBQmTFzLS1KliILAGNRlMpsYknm9S0FUI8yTQaDTlZeVXyVZ6/ZydPnsxnn31GSEgIjRs3JjU1le7du7N3717OnDlDQEAAgYGBREVFFdvPzJkz6devH+fPn6d79+4MHDiQhISHP32Tnp7OggULWLVqFQcOHCAqKoqJEydq98+bN481a9awYsUKDh8+TEpKCps2bXqscx0yZAgnT55k8+bNHD16FI1GQ/fu3cnJyQFgzJgxZGVlceDAAS5cuMC8efO0s5GnTZtGcHAw27dvJyQkhG+++YYaNWo8dKyDBw/i6+tb5L4ZM2awdOlSjhw5wo0bN+jXrx+LFi1i7dq1bN26lV27drFkyZJiz2XhwoW0aNGCM2fO8PbbbzN69GidWdSlVdqY0tLSeO+99zh58iR79+5FqVTSu3dv1Or83+kpKSkEBgbi4+PD6dOnmT17NpMmTdIZMykpiS5dutCsWTNOnjzJjh07iI+Pp1+/fkD+TPH+/fszdOhQQkJC2L9/P3369NH+/K9ZswYzM7Nivw4ePFjk+aalpbFixQrc3d1xccmfoHL06FF8fHxwcHDQtvP39yclJYVLly5p2/j5+en05e/vz9GjR3W2tWrViuPHj5OVlVXq96KiVWl5hF9++YX33nuPZcuW0bp1axYtWoS/vz+hoaHY29sXap+dnc2LL76Ivb0969evp2bNmkRGRmJlZVX5wQshykSj0XBhfzSH14ehztOgZ6iiZXc3mrzggkqv6M+R7t29DYBbU19q1vMmPiKc+Iir3Ltzm6S4WJLiYgk9+s8/8BZ2DtT08qb9wCGY2zz8l7MQ1UXBQmTlkbSF/Lq2qYkJJMTcxLle/VLHUjC7VqWvT3ZGOrcjr+PgXrqZqtVBQWkE8xp2GJuZl/p4G+eaxF8LIzH2yZlpm5pwl7zcXJQqPcyL+eOkoKZtXk4OmWmpZbo+4tlS8PSLJG2FEE+i3Gw1373zV5WMPeLLjugblk/Jt1mzZvHiiy9qX9vY2NCkSRPt69mzZ7Nx40Y2b97M2LFjH9rPkCFD6N+/PwBz585l8eLFHD9+nICAgCLb5+TksGzZMjw88u8Hx44dy6xZs7T7lyxZwpQpU+jduzcAS5cufazJdWFhYWzevJnDhw/Ttm1bID/p5+LiwqZNm3jllVeIiooiKCgIHx8fAOrU+acUVlRUFM2aNaNFixYAj6xTGxkZibOzc5H7PvnkE9q1awfAsGHDmDJlCuHh4drx+vbty759+wolOR/UvXt33n77bQAmTZrEF198wb59+/Dy8irB1Xj8mIKCgnSO//HHH7GzsyM4OJhGjRqxdu1aFAoFy5cvx8jIiAYNGhAdHc1bb72lPWbp0qU0a9ZMW3qgoB8XFxeuXLlCamoqubm59OnTB1dXVwDtewPw8ssv07p162LPq2bNmjqvv/76az788EPS0tLw8vJi9+7dGNxfWDguLk4nYQtoX8fFxRXbJiUlhYyMDIyN8yeLOTs7k52dTVxcnDb26qJKk7aff/45b731Fm+++SaQP3V569at/Pjjj0yePLlQ+x9//JGEhASOHDmC/v3aco9bJFoIUXmyM3PZv/oyYSdvAeDepAYdXvPCzNqw2OPu3clP2tbybkTrXq9ot6enJHPr+jXir13l1v1EbnJ8HCm340m5Hc+t69d4dcZnGJtbVNxJCVEOtDVtLazKpT+bmrWIuniuTIuRXTt1HI1ajZ1bHcysrIk4e4roy5eeyKTtP6URSlfPtsCTONM26f5NqqW9PUrlw/9A1DMwwMjUjMy0VNISEyRpKx5J7/5M27zs/FljCoWiiiMSQohnT0ESskBqaiozZsxg69atxMbGkpubS0ZGxiNn2jZu3Fj7vampKRYWFty6deuh7U1MTLQJWwAnJydt++TkZOLj42nVqpV2v0qlwtfXVzuTs7RCQkLQ09PTSfLZ2tri5eVFSEgIAOPHj2f06NHs2rULPz8/goKCtOc1evRogoKCOH36NF27dqVXr17a5G9RMjIyMDIyKnLfg9fKwcEBExMTnQSxg4PDI58Yf7CPgrIXxV3vRyltTGFhYUyfPp1jx45x584d7fsSFRVFo0aNCA0NpXHjxjrX4MH3E+DcuXPs27dPp7ZygfDwcLp27coLL7yAj48P/v7+dO3alb59+2JtnT9RwNzcHHPz0t1vDhw4kBdffJHY2FgWLFhAv379OHz48EPfq7IqSN4+WFKiuqiypG12djanTp1iypQp2m1KpRI/P79CU5ULbN68mTZt2jBmzBh+//137OzsGDBgAJMmTUKlKvoPk6ysLJ0pzikpKeV7IkKIEkmISWPHdxdIjEtHqVTQNqgujbvUKtEffSn3Z9pa1NAtom9iYYlb42a4NW6m3ZaZmkrctTB2frOIuzej2PjZTPpO+wQDI92SC0JUJ9qkbTk9OWJTM/+xobtlSNqG3S+N4NmyDUo9PSLOnuJmyMX/Z++sw6O4Fjb+W41s3JUESALBnQKFlhqlBvVSd7l1uXUXuHX56r23pd5CS6mX0gLF3TUE4u6ySVbn+2N2NgnRTXaTAOf3PHna7M6cObuZXXbfec/7MmbmeW6ZW09SnCmLtuEJXRVtZcdFef5RJNoWyflyge1EIygYgkMcom0FYfF9y1Ug6Hso8QiSBHabhEYrRFuBQHD0oNWrufnNk3rt2O7CYDA0+/2BBx5g6dKlvPLKKyQlJeHj48NFF13kzPRsC90RBasqlapdgbW17Xs7XunGG29kxowZzjiAefPm8eqrr3LnnXcyc+ZMsrKy+O2331i6dCmnnnoqt99+O6+88kqrY4WFhVHRRs5/08euUqlcfu6OHKOz+3R2vM7M6dxzzyUhIYGPPvqImJgY7HY7w4YN6/A8aUptbS3nnnsuL774Yov7oqOj0Wg0LF26lLVr1zrjGR577DE2bNhA//79+fLLL7nlllvaPcbvv//O1KlTnb8HBgYSGBhIcnIyJ5xwAsHBwfzwww/MmTOHqKioFmJ5UVERgLO8LSoqynlb020CAgKcQi3gjAZxtbSvJ+i1TNvS0lJsNlurVmXFynwkhw8f5rvvvsNms/Hbb7/xxBNP8Oqrr/L888+3eZx58+Y5/9CBgYHO/AuBQNBzpG0qZOGLm6korMMQqGf2faMZeWp8p106NWVyuLl/WMdvot5+fiSOGM1Fjz2Ht58/BekH+OnVuVgd2UcCQV/DbrM5s5jdUUQGEOoQbSvyc13az9xQT9bObQAkT5hEXOowAHL37en1D+ZdQYlHiHAxz1bhaHTaVjlE26DIjpuGDcGNubYCQUc0FR1ERIJAIDjaUKlU6Lw0vfLjyZUJa9as4dprr+X8889n+PDhREVFOYuaeorAwEAiIyPZtGmT8zabzcbWrVu7PGZqaipWq5UNGzY4bysrK+PAgQMMGTLEeVt8fDy33norixYt4v777+ejjz5y3hceHs4111zDF198wRtvvNFu+dfo0aPZu3dvl+fbl1Get8cff5xTTz2V1NTUFgL1oEGD2LVrVzPDY9O/J8CYMWPYs2cPiYmJJCUlNftRLiaoVCqmTJnCM888w7Zt29Dr9fzwww+AHI+wffv2dn+OdJI3RZIkJElyznHSpEns2rWrmWN56dKlBAQEOM+RSZMm8ffffzcbZ+nSpUyaNKnZbbt37yYuLq7d3OPeoteLyFzBbrcTERHBhx9+yNixY7n00kt57LHHeP/999vc55FHHqGqqsr5k5PTtVIWgUDgOjaLnX++PsDS/+3FarIRNziYSx6bQHRSUKfHkOx2ahyNlAGhnb/yFRrXjwsefhqdlzdZO7fx+9uvHrVlSoJjm/qaatm6plLhE+CeKI+QmDhAXirvygWLjG1bsFksBEVFExqfQNTAJLQ6PfXVVZS7KAD3NjarhdKcLAAiErsW7RAcI4u29dVVNNTWum1unqSyUBFtO3ba+jlybWsrhGgr6BiNVg0O3cFqFv+eCgQCQV8gOTmZRYsWsX37dnbs2MHll1/eLQdnV7nzzjuZN28eP/74IwcOHODuu++moqKiU4L1rl27mgl3O3bsIDk5mVmzZnHTTTexevVqduzYwZVXXklsbCyzZs0C4J577mHJkiVkZGSwdetWli9fTmpqKgBPPvkkP/74I+np6ezZs4dffvnFeV9rzJgxgz179rTptj2aCQ4OJjQ0lA8//JD09HSWLVvGfffd12wb5by5+eab2bdvH0uWLHG6kpW/4e233055eTlz5sxh06ZNHDp0iCVLlnDddddhs9nYsGEDc+fOZfPmzWRnZ7No0SJKSkqcz7u/v38LsffIH8X9evjwYebNm8eWLVvIzs5m7dq1XHzxxfj4+HDWWWcBcMYZZzBkyBCuuuoqduzYwZIlS3j88ce5/fbb8fKS4xdvvfVWDh8+zIMPPsj+/ft59913WbBgAffee2+zx79q1SrOOOMMz/0RukGvibZhYWFoNJpWrcqKlflIoqOjSUlJaRaFkJqaSmFhYZu2bi8vLwICApr9CAQCz1NdVs+iV7ey+x/ZoTburETOvWsUvgF6l8apq67CbrOiUqmdrrDOEp08iPMeeAy1Rkva+tX8/d/3jkq3oODYRolG8PEPaDeD1BUMwSHofXyRJDuVhZ0v0Up3RCMkjZ+ESqVCo9URnSwXJOTt2+OWufUUZbk52G1WvHwNBIS3LDftDHpvH/wc7zsVhUeH27aySF6tFBTVuXgEAKMQbQWdQKVSoXUUhtqE01YgEAj6BK+99hrBwcFMnjyZc889lxkzZjBmzJgen8dDDz3EnDlzuPrqq5k0aRJ+fn7MmDGjU9mj06ZNY/To0c6fsWPHAvDJJ58wduxYzjnnHCZNmoQkSfz222/OKACbzcbtt99OamoqZ555JikpKbz77rsA6PV6HnnkEUaMGMG0adPQaDR88803bc5h+PDhjBkzhgULFrjh2ehbqNVqvvnmG7Zs2cKwYcO49957efnll5ttExAQwM8//8z27dsZNWoUjz32GE8++SSA828YExPDmjVrsNlsnHHGGQwfPpx77rmHoKAg1Go1AQEBrFy5krPOOouUlBQef/xxXn31VWbOnOnynL29vVm1ahVnnXUWSUlJXHrppfj7+7N27VoiIuTP9RqNhl9++QWNRsOkSZO48sorufrqq5sV5PXv359ff/2VpUuXMnLkSF599VX++9//MmPGDOc2DQ0NLF68uFnpWl9CJfWigjFx4kQmTJjA//3f/wGyk7Zfv37ccccdrRaRPfroo3z11VccPnwYtVr+0Pjmm2/y4osvkp/fuS+l1dXVBAYGUlVVJQRcgcBDZO0pY+nHezAZrXgZtJx+3VAShoV2aayC9AN89dj9+IWEcst7n3ZpjLT1q/n5jRdBkpgw+2KmzrmmS+MIBJ4gc+c2vn/hCULj+nHtq++6bdyvHrufgvQDnHvvw6SccGKH29usFt698QrM9XXMee5lYlLkq+JrFnzJ+u+/JvXEkznrzgfcNj9Ps+efv/nj3deJGzKMS5/6T5fHWfDMI+Ts3cXM2+9jyLRT3DhD9yNJEm9fdynm+jquffVdQuP6tbv91t9+ZPmnH5EyaSrn3tN243Ff5Xj9TNebj/u/96/EZLQy56mJhEQbOt5BIBAIeomGhgYyMjLo37+/20uLBB1jt9tJTU3lkksu4bnnnuvt6XSKX3/9lX//+9/s3r3bqTcdz3z55Zdcd911VFVVNct/PdZ47733+OGHH/jzzz/dPnZ770Od/TzXq2fifffdx0cffcSnn37Kvn37uO222zAajVx33XUAXH311c2Kym677TbKy8u5++67SUtL49dff2Xu3LncfvvtvfUQBAJBE+x2iQ0/H+aXt3dgMlqJSPDnkkfHd1mwBdfybNsi5YQTOf0m+X1i4+KFbP55UZfHEgjcTb3DaWtwUwmZQkisHJHQ2TKy7N07MdfXYQgOITppkPP2uNShAOTs231UOdWVErKILpaQKRxNubb1NdWY6+XW24CIyA62Fk5bgetodfJqAOG0FQgEAkFTsrKy+Oijj0hLS2PXrl3cdtttZGRkcPnll/f21DrN2Wefzc0330xeXt//zOcJPvvsM1avXk1GRgaLFy/moYce4pJLLjmmBVuQS90UI2lfRNubB7/00kspKSnhySefpLCwkFGjRvHHH384y8mys7ObXeGIj49nyZIl3HvvvYwYMYLY2FjuvvtuHnro6HOHCATHGvW1Zpb+bw85++QcoGEnxXLiRcnOtumuUlNaAoC/C3m2rTHi1DOpr6lh9def8s8XH+Pt58+w6ad3a0yBwB3UVVcB4BMQ5NZxQxxlZOV5ncuiPbhxLQBJ405A1eTf3pjkwag1GmrLSqkuKSawE2JgX6DEIdqGJ3ZTtHXk2pYXdD5moreockQj+IWEotN7dbi9wZFpK0RbQWfROv5NF5m2AoFAIGiKWq1m/vz5PPDAA0iSxLBhw/jrr7/azZHti9xzzz09ery5c+cyd+7cVu+bOnUqv//+e4/NpbCw0KnNRUdHc/HFF/PCCy/02PF7ixtvvLG3p9AuvSraAtxxxx3ccccdrd63YsWKFrdNmjSJ9evXe3hWAoHAFeprzSx+bRvl+Ua0ejXTrxxMyoSOm8s7Q7VDtA3ohtNWYcKsi6ivqWbLLz/w5wf/h5efH8njJ3W8o8DtVBYWkJ+2j9QTT24mEB6PGBWnbWCQW8d1RbS1220c2iy38yZNaP6a0Hl7EzkgiYKDB8jdt/uoEG0lSaI4y+G07a5oexQ5bSuLOl9CBo1O29rKciRJ8mi7teDYQKt3iLbCaSsQCASCJsTHx7NmzZrensZRx6233soll1zS6n097XB98MEHefDBB3v0mIKO6XXRViAQHN2Y6iz89OZ2yvONGAL1nHv3KEJj/Nw2fk2Z4rQN6/ZYKpWKk668nobaGvas+Itf33yJCx95hvihI7o9tsA1ln3yPhnbt1BXXcW4c87v7en0KkoRma+7RdsYOR6hPD8XyW5vVxzPT9tPXVUlXgYD8UOGt7g/LnWYQ7Tdw9CTTnXrPD1BdUkxJqMRtUZLaFx8t8ZqKtp29Dz2NopoGxjZuYtmfkGyaGs1mTDX1+Pl6+uxuQmODTSOeAQh2goEAoFA0H1CQkIICXGtbFtwfNF3v3kIBII+j7nBys//t4PSnFp8/HXMune0WwVbaBKP4AanLcjC7Rk330nS+BOwWSwsfvk5ig6nu2VsQeepKJSXmm/4YQGmOmMvz6Z3UURbn4BAt44bFBmFWqPFajY5s6HbIt0RjTBwzAQ02pbXc+NShwGQt3+3W+foKRSXbWh8PzRaXbfGCoyIRK3RYDWZqO3jMQKVha45bXXe3uh9ZKHWWNm3H5ugbyDiEQQCgUAgEAh6DiHaCgSCLmEx2/j1nZ0UZVTjZdBy3t2jCY5yf5O0IjYFdDPTtilqjYaz73qQ+CHDMdfX8/3cJynP71zup8A9GCvk7OOG2ho2/XR8F8PVVcmZtu4uIlNrNARHxwDtl5FJksTBjXLs0JHRCAoxg1JBpaKiIL/PC5fQmGfb3RIyAI1WS2CE7Fzt6xEJlY5M26Cozom20CQiobzv/10FvY8i2ooiMoFAIBAIBALPI0RbgUDQKpWFBbx385WsWfBFi/tsFju/v7+L/IOV6L01nHfXKMLi3OuwBbBaLBgrZXHPXU5bBa1ez6x/P0HkgCTqa6pZ9J+nsVmtbj2GoHXM9XVYTA3O37f8tvioEAI9hTMewc1FZAAhsY6IhHZE25KsDKpLitDqvUgcOabVbbwNfoQn9Acgb/8et8/T3RRnZgAQkdjfLeMp4ndfF22rXMy0BfBTysiE01bQCZRyURGPIBAIBAKBQOB5hGgrEAha5cC6VdRVVbJ/9T/NbrfZ7Pzx0W5y9paj1as5546RRCQEeGQOteVlAGh1enz83X8ML19fLnjkGbx8DVQVFVKSleH2YwhaUutw2eq8fYhOHoTVZGL999/08qx6B0mSqKuuBNyfaQsQ2okysoMb1wGQOHIMOi/vNreLSx0KQO6+vi/aljjiEcK7WUKmoOTaluf3XdHW0tDgvMjlimirOG2Nx/GFE0Hn0eodmbYiHkEgEAgEAoHA4wjRViAQtEruPjm7sqq4CKvZDIDdLvHXx3vJ3FmKRqvm7H+NIDopyGNzqCktBsA/LMxjrea+AYHEpAwGID9tn0eOIWiO4ujzCw5m6uXXArBr2RJnzu3xhLm+HpvFAoBvoHszbaGxjKy9eAQlzza5jWgEBWeu7b6+nWtbX1tDdYn83hHhJtFWeR77stO2sliORvA2+OHt1/mVD854BIfgKxC0h1Y4bQUCgUAgEAh6DCHaCgSCFthtNvIOyAKmJNkdrekSyz/bR/qWYtQaFWfeMoy4wZ5tulTybP3dmGfbGjEpqQDkp+336HEEMoqjzxAUQvyQ4fQfNRa7zcaabz7v5Zn1PHVVja7j9lyuXSVEcdq2kdlcUZhPaU4Wao2GAWMmtDtW3GDZaVuSk0V9bY17J+pGdi79HYDgmDi8fN2Ts300xCNUOqIRAl1w2UKTeAThtBV0ApFpKxAIBH2fk08+mXvuucf5e2JiIm+88Ua7+6hUKhYvXtztY7trnKOJAwcOEBUVRU1N9z4fd+bv1FlWrFiBSqWisrLSLeMJWnLCCSfw/fffe/w4QrQVCAQtKMnKwNJQ7/y9LC+Hf75JY//6QlRqFWfcOJTE4WEen0d1aQnQA6LtIEW0FU7bnkBZwm1wiEUnzrkGVCoOrFtF0eH03pxaj6OUkHnCZQuNDtH66irqa6pb3J/uiEaIHzqiQ3emb2AQwTFxIEnkH9jr/sm6AWNlBRsWLwTghPMvcdu4SjxCVXERNqvFbeO6k6pCJc82yqX9RDyCwBU0SjyCEG0FAoHA7Zx77rmceeaZrd63atUqVCoVO3fudHncTZs2cfPNN3d3es14+umnGTVqVIvbCwoKmDlzpluPdSTz588nyM0Fvt3hkUce4c4778Tf379b47jz7zR58mQKCgoI9NB3jL7MeeedR79+/fD29iY6OpqrrrqK/PzmKzp37tzJ1KlT8fb2Jj4+npdeeqnFOAsXLmTw4MF4e3szfPhwfvvtt2b3P/744zz88MPY7Z79TCREW4HgOKK+xkxJdg2WDrLoco9Y/rx96Q72rMwDFZx2bSoDR0d4cppOahTR1s0lZEcSlZSCSqWmprTE6e4VeA6ldEwRiyISB5A65SQAVn39aa/NqzdoLCHzzAcqnbe38/XTWkTCQUc0QtL49qMRFPp6ru2aBV9gaagnckAyqSee7LZxDcEh6Lx9kOx2KosK3TauO1GctkFRLjptRTyCwAWcTluRaSsQCARu54YbbmDp0qXk5rZcIfXJJ58wbtw4RowY4fK44eHh+Pr6umOKHRIVFYWXl1ePHKsvkJ2dzS+//MK1117b7bHc+XfS6/VERUV5LGKwLzN9+nQWLFjAgQMH+P777zl06BAXXXSR8/7q6mrOOOMMEhIS2LJlCy+//DJPP/00H374oXObtWvXMmfOHG644Qa2bdvG7NmzmT17Nrt3N+okM2fOpKamht9//92jj0eItgLBcYDdZmfbn9l89uhaFszdxId3/8MXT6zjt/d2suGnwxzcXER5vhGbTb5KpIi2ihOy4GAmANOvHEzKBNdcXN2hpkxx2nrW1av39iEsIREQEQk9wZFOW4Apl16JWqMla+c2snZt76WZ9TyNJWTB7W/YDdoqI6stL6Pg4AEAksZN7NRYSq7tkRd2+gIlWRnsXrYUgJOvuRGV2n0fcVQqVZOIhL6ZvayIya6UkIFw2gpcQ6sXmbYCgUDgKc455xzCw8OZP39+s9tra2tZuHAhN9xwA2VlZcyZM4fY2Fh8fX0ZPnw4X3/9dbvjHrns/uDBg0ybNg1vb2+GDBnC0qVLW+zz0EMPkZKSgq+vLwMGDOCJJ57A4uhhmD9/Ps888ww7duxApVKhUqmccz4yHmHXrl2ccsop+Pj4EBoays0330xtba3z/muvvZbZs2fzyiuvEB0dTWhoKLfffrvzWF0hOzubWbNm4efnR0BAAJdccglFRUXO+3fs2MH06dPx9/cnICCAsWPHsnnzZgCysrI499xzCQ4OxmAwMHTo0BYOy6YsWLCAkSNHEhsb67xNcQL/8ssvDBo0CF9fXy666CLq6ur49NNPSUxMJDg4mLvuugubrfEi6JF/J5VKxX//+1/OP/98fH19SU5O5qeffurUc3BkPEJX5/T5558zbtw4/P39iYqK4vLLL6e4uLjZsX766SeSk5Px9vZm+vTpfPrppy2iGVavXs3UqVPx8fEhPj6eu+66C6PR6Lz/3XffdY4RGRnZTGR1lXvvvZcTTjiBhIQEJk+ezMMPP8z69eud59SXX36J2Wzm448/ZujQoVx22WXcddddvPbaa84x3nzzTc4880z+/e9/k5qaynPPPceYMWN4++23ndtoNBrOOussvvnGs4XaQrQVCI5xSnNr+O7FLaxdlI7VYkfnrQEJqkrqydhRyubfMvnzv3v4+tkNfHj3P3z97AYytsvLbgKjxgIg2cuZemkKQ6bE9OjclXiEAA87baFprq2ISPA0ijikOPwAAiOiGHm6vJRq1VefIklSr8ytpzE6Psx4Kh4BmuTaHuG0Td+8AYDo5EH4hYR2aizFaVt0OB1zkwiV3kaSJFZ8/j8kyU7KxCnO/F13okQk9NVcW6fT1lXRNkh+HZrr67A0NLh9XoJjC61OxCMIBIKjE0mSsDQ09MpPZz/XarVarr76aubPn99sn4ULF2Kz2ZgzZw4NDQ2MHTuWX3/9ld27d3PzzTdz1VVXsXHjxk4dw263c8EFF6DX69mwYQPvv/8+Dz30UIvt/P39mT9/Pnv37uXNN9/ko48+4vXXXwfg0ksv5f7772fo0KEUFBRQUFDApZde2mIMo9HIjBkzCA4OZtOmTSxcuJC//vqLO+64o9l2y5cv59ChQyxfvpxPP/2U+fPntxCuO4vdbmfWrFmUl5fzzz//sHTpUg4fPtxsfldccQVxcXFs2rSJLVu28PDDD6PT6QC4/fbbMZlMrFy5kl27dvHiiy/i106E2KpVqxg3blyL2+vq6njrrbf45ptv+OOPP1ixYgXnn38+v/32G7/99huff/45H3zwAd999127j+eZZ57hkksuYefOnZx11llcccUVlJd37UJ7V+ZksVh47rnn2LFjB4sXLyYzM7OZqzgjI4OLLrqI2bNns2PHDm655RYee+yxZsc9dOgQZ555JhdeeCE7d+7k22+/ZfXq1c7zYPPmzdx11108++yzHDhwgD/++INp06Y59587dy5+fn7t/mRnZ7f6mMvLy/nyyy+ZPHmy82+8bt06pk2bhl6vd243Y8YMDhw4QEVFhXOb0047rdlYM2bMYN26dc1umzBhAqtWrersn6BLaD06ukAg6DWsFhubf81k25/Z2O0SXr5aJl+YROrkaOprLJTn11KWb6Q8z/HffCMWk43SnCxsljpAS2m+LFKoqGTYSa4JAe7AWUTWA6JtbMpgdvz5KwXCaetxGp22zYvsTrjgUnav+IuiwwdJW7+GQZNO7I3p9Sh11XKmrSEwyGPHUHJtW4i2m+QPHckTJnd6rICwCALCI6guKSY/bT+JI0a7b6LdIGPbZrJ3bUej1TL1ius8coy+LNrarFaqS2TXQ2CUa6sh9D4+aL28sJpM1FaWExzVsxfnBEcXGkc8glXEIwgEgqMMq8nEW9d03b3XHe769Dt03p0rnL3++ut5+eWX+eeffzj55JMBORrhwgsvJDAwkMDAQB544AHn9nfeeSdLlixhwYIFTJjQfqkswF9//cX+/ftZsmQJMTHyv/lz585tkUP7+OOPO/8/MTGRBx54gG+++YYHH3wQHx8f/Pz80Gq1RLXzueOrr76ioaGBzz77DINBLod9++23Offcc3nxxReJjIwEIDg4mLfffhuNRsPgwYM5++yz+fvvv7nppps69Zw15e+//2bXrl1kZGQQHy8bFz777DOGDh3Kpk2bGD9+PNnZ2fz73/9m8ODBACQnJzv3z87O5sILL2T48OEADBgwoN3jZWVltSraWiwW3nvvPQYOHAjARRddxOeff05RURF+fn4MGTKE6dOns3z58lYFb4Vrr72WOXPmAPLf6a233mLjxo1tZh+3R1fmdP311zv3HzBgAG+99Rbjx4+ntrYWPz8/PvjgAwYNGsTLL78MwKBBg9i9ezcvvPCCc7958+ZxxRVXOMvxkpOTeeuttzjppJN47733yM7OxmAwcM455+Dv709CQgKjRzd+x7j11lu55JL2uyqUc1nhoYce4u2336auro4TTjiBX375xXlfYWEh/fv3b7a9ci4WFhYSHBxMYWGh87am2xQWNo9Ji4mJIScnB7vdjtqNq/yaIpy2AsExSP7BSr59fhNb/sjCbpcYOCacOU9NZMiUGFQqFb4BeuIGhzDylHimX5XKRQ+N46bXp3HV85MY4tBvDCGJRCT2Q6XWYrdZqC4p6dHHYKozYq6vAyDAw0Vk0FhGVpRxCIvZ5PHjHc8YnZm2zSMBfAODGHfObADWfPsZNqu1p6fW49Q7Mm19AoI8dgxnPEJ+YzxCQ20tOXtkR33ShM7l2SooLta8PhKRYLNaWfH5/wAYPfM8l4u4OkuIEo+Q3/dE25rSEiS7Ha1Oj98RF0M6QqVSOV3vIiJB0BHOTFvhtBUIBAKPMHjwYCZPnszHH38MQHp6OqtWreKGG24AwGaz8dxzzzF8+HBCQkLw8/NjyZIlbToNj2Tfvn3Ex8c3E7kmTWr5WfDbb79lypQpREVF4efnx+OPP97pYzQ91siRI52CLcCUKVOw2+0cOHDAedvQoUPRaDTO36Ojo1sswXflmPHx8U7BFmDIkCEEBQWxb5+8ovK+++7jxhtv5LTTTuM///kPhw4dcm5711138fzzzzNlyhSeeuqpDovf6uvr8W5FkPf19XWKoyALfomJic1cu5GRkR0+zqYZxgaDgYCAgC4/N12Z05YtWzj33HPp168f/v7+nHSS3EOinAsHDhxg/PjxzY5z5MWDHTt2MH/+/GbO2BkzZmC328nIyOD0008nISGBAQMGcNVVV/Hll19SV1fn3D8kJISkpKR2f7Ta5n7Uf//732zbto0///wTjUbD1Vdf7ZGVnD4+Ptjtdkwmz+kHwmkrEBxDmOutrP3hkFwaBvgG6jnpskEMGN2x6KlSqwgI86G+OhOAkadOZNJFE/n0gVhKc7Ioz8/xmBjSGkoJmbeff6evTHeHgPBIfAODqKuqpOhwukeWVwvAajbTYJRzrAzBLcWlsWefz/Ylv1JRkM+eFX8x4jTXryIfTRgdoq3Bgw24IbGy07aqpBiL2YRO78XhrRux22yExSe47KyMTR3G3lXL+0wZ2c6/fqciPxcf/wBOuKBtp0J3CXY4lvui01aJRgiMjOpSlq8hKITKwgKnC14gaAun01aItgKB4ChD6+XFXZ+2vxTdk8d2hRtuuIE777yTd955h08++YSBAwc6xbKXX36ZN998kzfeeIPhw4djMBi45557MJvNbpvvunXruOKKK3jmmWeYMWMGgYGBfPPNN7z66qtuO0ZTlGXrCiqVCrvdc//OPP3001x++eX8+uuv/P777zz11FN88803nH/++dx4443MmDGDX3/9lT///JN58+bx6quvcuedd7Y6VlhYmHNJfVNae0xdeZzufG5cnZMSbzFjxgy+/PJLwsPDyc7OZsaMGS6db7W1tdxyyy3cddddLe7r168fer2erVu3smLFCv7880+efPJJnn76aTZt2kRQUBBz585l7ty57R5j79699OvXz/l7WFgYYWFhpKSkkJqaSnx8POvXr2fSpElERUU1yzgGnL8rzvG2tjnSWV5eXo7BYMDHx6fTz4erCKetQHCMkLGzlK+e2eAUbIecGMPlT03slGCrIEmS0z2nZFc68zBzWzbPe5LqHiohU1CpVI25tgdErq2nUEQhjU6Ht6FlPpSXr69TeFv73VdYTMd2xqYSj+Ab4LlMW5+AQLz9/EGSnC7RgxvlaIQkF6IRFJQysoL0A1jd+AWhKzTU1rJ24VcATL7kSrx8DR3s0XWUIjJjZQWmJlf/+wJKCVlgFy+sKRdQaruYkQZgXLuWum3bsPex50bgXrR6R6atiEcQCARHGSqVCp23d6/8qFQql+Z6ySWXoFar+eqrr/jss8+4/vrrnWOsWbOGWbNmceWVVzJy5EgGDBhAWlpap8dOTU0lJyeHgoIC523r169vts3atWtJSEjgscceY9y4cSQnJ5OVldVsG71e36ywqq1j7dixo1nh1Jo1a1Cr1QwaNKjTc3YF5fHl5DR+d927dy+VlZUMGTLEeVtKSgr33nsvf/75JxdccAGffPKJ8774+HhuvfVWFi1axP33389HH33U5vFGjx7N3r17PfJYepv9+/dTVlbGf/7zH6ZOncrgwYNbuHwHDRrkLHFT2LRpU7Pfx4wZw969e1t1yCq5slqtltNOO42XXnqJnTt3kpmZybJlywA5HmH79u3t/hwZj9AURYRW3LCTJk1i5cqVzcruli5dyqBBgwh2rASdNGkSf//9d7Nxli5d2sKVvnv37mZRDp5AiLYCwVFOXbWZJf/dzW/v7sRYaSIw3IdZ945m+pWD8fLVdTxAE6qKCqmtKEet0RKVLP9Dqrj0mi6t7glqSnsuz1ZBiUjIF7m2HsNY6YhGCApu8wPsiNPPIiA8EmNFOVt//7knp9fj1FXJIravBzNtVSpVszIyi6mBzB1bAUh2MRoBZPHSNzAIm8VC4aHOf0nwBOsXfUNDbQ2hcf0YceoMjx7Ly9fg/DtVFuZ79FiuoszH1RIyBb8g+QOq8vrsCvkPP0LWnMsxNVliKDj20AqnrUAgEHgcPz8/Lr30Uh555BEKCgqaFT8lJyezdOlS1q5dy759+7jllltaOALb47TTTiMlJYVrrrmGHTt2sGrVqhbFUcnJyWRnZ/PNN99w6NAh3nrrLX744Ydm2yQmJpKRkcH27dspLS1tdXn4FVdcgbe3N9dccw27d+9m+fLl3HnnnVx11VUt8kJdxWaztRDu9u3bx2mnncbw4cO54oor2Lp1Kxs3buTqq6/mpJNOYty4cdTX13PHHXewYsUKsrKyWLNmDZs2bSI1Vf4eeM8997BkyRIyMjLYunUry5cvd97XGko5VUcC9tGI4oL9v//7Pw4fPsxPP/3Ec88912ybW265hf379/PQQw+RlpbGggULnCVyyne9hx56iLVr13LHHXewfft2Dh48yI8//ugsIvvll19466232L59O1lZWXz22WfY7XansO9KPMKGDRt4++23nWMtW7aMOXPmMHDgQKfgevnll6PX67nhhhvYs2cP3377LW+++Sb33Xef83Hdfffd/PHHH7z66qvs37+fp59+ms2bN7co0Vu1ahVnnHGG+5/8JgjRViA4iknbVMhXz6wnfXMxKrWK0Wf047InJhA3KLjjnVsh1+GyjUpKQaeXl/EoYk9ZXg+Ltk6nbQ+Ktg6nbcHB/R7JvBFAbUWjaNsWWp2OKZdcAcCmH7+jvramR+bW09isFkwO54EnRVtoLCMry8slc8dWrGYTAeGRhCf072DPlqhUKqfbtjcjEioK8tj2h1wqcNJVN6BukoXmKZQysp6+iNURitM2KKproq2hm5m2ksWC1ZF7rnOxCE1wdCFEW4FAIOgZbrjhBioqKpgxY0YzF+Hjjz/OmDFjmDFjBieffDJRUVHMnj270+Oq1Wp++OEH6uvrmTBhAjfeeGOz0iiA8847j3vvvZc77riDUaNGsXbtWp544olm21x44YWceeaZTJ8+nfDwcL7++usWx/L19WXJkiWUl5czfvx4LrroIk499VTefvtt156MVqitrWX06NHNfs4991xUKhU//vgjwcHBTJs2jdNOO40BAwbw7bffAqDRaCgrK+Pqq68mJSWFSy65hJkzZ/LMM88Ashh8++23k5qayplnnklKSgrvvvtum/OYOXMmWq2Wv/76q9uPqa8RHh7O/PnzWbhwIUOGDOE///kPr7zySrNt+vfvz3fffceiRYsYMWIE7733nvMigJcjFmTEiBH8888/pKWlMXXqVEaPHs2TTz7pPK+DgoJYtGgRp5xyCqmpqbz//vt8/fXXDB3qelyhr68vixYt4tRTT2XQoEHccMMNzuMr8wkMDOTPP/8kIyODsWPHcv/99/Pkk09y8803O8eZPHkyX331FR9++CEjR47ku+++Y/HixQwbNsy5TV5eHmvXruW66zxTgqygko4zZaK6uprAwECqqqoICAjo7ekIBF2iwWjhn68PkL5ZXp4QFu/HKVelEt7Pv1vj/vHuG+z55y8mzL6YqXOuAaA48zCfP3QX3n7+/Ou/X7m8vKer/Pb2q+xbtZypl1/LhFk90/RqNZt5+7pLsFmt3PDmR10WQARts+2Pn1n2yQckjZ/ErAcea3M7u93G5w/dTWl2JuPOvYCTrry+zW2PVmrKSvnwX9eiUqu598vFXcoi7Sybf17EP198TMqkqWi1WvauWs7Ys2dx8tWut/JC498xceQYLnz0WTfPtnP8+MoLpG9aR+KosVz4yDM9csw/P3iLXcv+ZNJFc5h88RU9cszO8OkDt1Oak8UFjzxD/1FjXd5/78pl/P7Oa/QbPoqLH3/e5f0teXmkn3oa6HQM3rHdo+dyU47Xz3S9+bhLsmtYMHcThiAvrv3PlB49tkAgELhCQ0MDGRkZ9O/fv9WiKIHAXbzzzjv89NNPLFmypLen0id44YUXeP/995tFVByLPPTQQ1RUVPDhhx+2uU1770Od/TwnnLYCwVFG9t4yvnl2g9NdO+Hc/lz08LhuC7YAufuVPNvGK0jB0TGgUtFQW0N9TXW3j9FZano40xZAq9cT0V9u1MxPE7m2nkDJtG2thKwparXGeeFg+x+/UFNW6vG59TR1jhIy38Agj4tcIXGyY740K4NDWzcCXcuzVVDeI/IO7MPeC8vBcvbsJH3TOlRqdY8K+orTtqKg78QjSJJEZbHDadvVTNuglk7bgtoC3tv+HplVmR3ubymUj6+LjOwxwVbQOzQWkR17y0AFAoFAIOgKt9xyC9OmTaOm5thcHdgR7777Lps2beLw4cN8/vnnvPzyy1xzzTW9PS2PExER0SIuwhOIT9YCwVGCxWxj5Tdp/PzWDoxVZoIifbnoobGMP7s/Gk33X8o1ZaVUFRWiUqmdMQEAOi9vAsIigJ4tI6spdYi2PZhpC40RCUK09QxKPIJfO/EICv1HjyN28FCsFrOzbOpYoidKyBRCYhyZtvm5mIxGfAODiEkZ3OXxwuIT8DIYsDTUU5x52F3T7BSS3c6Kz/4HwIhTzyQsPqHHjt0o2ub12DE7wlhZgdVkQqVSExAe0aUxDI7SBUW0NVqM3PLXLby7410u+vkiPtn9CVa7tc39LQUO0VZEIxzzKPEINrOIRxAIBAKBAOQSrcceewx//+6bqDrLrbfeip+fX6s/t956a4/NA+DgwYPMmjWLIUOG8Nxzz3H//ffz9NNP9+gceoP777+/29nMnUHr8SMIBIJuU5RZzV+f7KWySG7lHj49jknnD0Snd1+GY+5+OZsyPLE/Xr6+ze4LjY2juqSIsrwc4oYMa213tyLZ7dSUlQEQ0IOZtiCXkW35dTH5B4Ro6wk667QFOTt12hXX8vUT/2bPir8Yd875hDoco8cCTZ22niYgPBytTo/VYgZg4LiJqNVdf/9QqdXEDhrC4a2byN23m6iBye6aaofsWbmM4sxD6H18mXxJz0YUNGba5iFJUo/FxbRHZZHc/uwfFo5G61r5pIJfcCgADcZaLCYTT61/ioyqDLQqLSabide2vMafmX/y7JRnSQ5u+be2Fspz0EaLSJljHa3jc4fVYu8zrwGBQCAQCI43nn32WR544IFW7+vp6KTXX3+d119/vUePeTwhnLYCQR/GbrOz6dcMvn9pC5VFdRgC9Zx710imXZriVsEWIM9RKNQ0GkEhJFYuMeqp8h1jVSV2mxWVSt0pcc+dxCTL7sPSnGxMdXU9euzjAcXJpzj7OiImJZWB405Akuys+fZzT06tx+lJ0Vat1hAcE+v8PXn8pG6P2RtlZJaGBlZ/8xkAJ1xwaY+4lJsSFBWFSqXG0lDvvADR21QVdS8aAcDLYECjkwXfr7Z8wpLMJWhVWj4+82OemfwM/jp/dpft5pJfLuH9He9jsVua7S+ctscPitMWwGYVbluBQCAQCHqDiIgIkpKSWv2JiOjayitB30SItgJBH6WyqI7vX97Kxp8zkOwSSeMiuOzJifQbEuqR4+XuU/JsW7Y0hsQ6llbn9Uw8gpJnawgJQaPt2QUBfiGhBIRHIkl2CtPTevTYxwNOp21Q58X4KZdeCUD6pvXYrJYOtj56MCqibQ8JjyEx8sUXvY8v8cNGdns8Z67t/j1I9p4Rbzb+9D3GinICIyIZPfO8HjlmUzRaHQGOD8KVfSTXtrJQnkdQZNddriqVyvma/GLjJwA8MP4BRkeM5oLkC/hh1g+cHHcyVruVd7a/w5xf5rC3bK9zfyXTVhstRNtjHU0T0dYqIhIEAoFAIBAIPIoQbQWCPoYkSez+J5dvn99IcWY1Xr5aTr9hCDNuHIa3oWtLXzuirrqKstxsAGIHty3alvWUaFva8yVkTVGyPkWurXux22zOHFc/FxzUYfEJaPVeSJKdmtJjp5CsvgedtoCzZG/guIlodd1/L4noPxCtlxcNtTXO9w9PUlNWyuafFwEw7Yrr3PIYukJguJxdVVVS1CvHP5JKxWkb1b1oAq9AOYfNqwHOTDyTywdf7rwv0hDJW6e8xYtTXyTIK4gDFQe4/NfLeXPrm5hsJqwFcjyCrptzEPR91BoVSiKCzSJEW4FA0PeRJKm3pyAQCI5T3PH+I0RbgaAPUVPewC9v7+Cfr9OwWuzEDQ7msicmkDLes+6lvAOyYyo0rl+rrj/FoVdTWoKlocGjcwGodoi2PZ1nqyBEW89grKoASUKlUuPjQtaSSqVyFiz1FaHMHTiLyHpItB094xymX3sL06+5yS3jabRaZ3FfT0QkrP76U6xmE7GDh5A8cYrHj9cWgREO0ba4sNfm0BQl07Y7Tlur3cohq3xRLl4dwTOTn2mRVapSqThrwFksnrWYGYkzsEk2/rvrv1z888XUO6JzdMJpe8yjUqnQOHNtbb08G4FAIGgbjUZ+rzKbzb08E4FAcLxS54hb1HXDbCKKyASCPoBkl9i9Mo91iw9habCh0amZdP5ARpwch0rt+ZKPvHaiEUBevu3jH0B9TTXl+blEDkjy6HxqymQ3pX9Yb4m2shBVcPAAkt2OSi2ub7kDY4UcjeAbFORyCVZAeATleTlUlxR7Ymq9ghKPYOgh0Vbn7c2Ymee6dcy41KFk79pO7r7djJpxtlvHbkphehp7Vy0H4OSrbuzV8qPACFmYrCruGxcQFKdtYDcybd/Z/g55UgkBBHBWxOn46nzb3DbUJ5RXTnqFMxPP5Pn1z5NbdhhVpSzeWcODujyHY4WVK1fy8ssvs2XLFgoKCvjhhx+YPXu2835Jknjqqaf46KOPqKysZMqUKbz33nskJ/dcmV930erUWE02EY8gEAj6NFqtFl9fX0pKStDpdKjF53mBQNBDSJJEXV0dxcXFBAUFOS8idQUh2goEvUxFoZHlX+ynIF123UUNCGD6VamERBt6bA6KSy62lRIyhZDYePL276E8L8fzoq0zHqF3RNvwhP5ovbww1Rkpy8shLD6hV+ZxrGGsdJSQBXWuhKwpgQ6nbfUx5LTt6XgET+AsI9u/x6NN8qsdJXRDpk4nKinFI8foLAFOp23vn4umOiMNNdVA14vIlmcv57+7/stwL9n9rqvrnBB3WsJpjI8az7u/PAn8iUkLl/xzPS+d9DLDwtr+t+RYx2g0MnLkSK6//nouuOCCFve/9NJLvPXWW3z66af079+fJ554ghkzZrB37168vb17Ycauo5SRWUU8gkAg6MOoVCqio6PJyMggKyurt6cjEAiOQ4KCgojqZlGvEG0Fgl7CZrOzbUk2m37LwG6V0HlpOGH2QIafFNsj7loFU10dxRmHAYhrJc9WISQ2ThZtHctgPYlSROYf1juZtmqNhuikQeTs2Ul+2r7jUrS122z89Npc9D6+zLz9PreIcYrT1pU8W4UAR47o0ea0tdfXU/3rr/hNn442tLFEULLbnfEIPj1UROYJopJS0Gi1GCvKqSwqIDgqxu3HqK+tIXvXDgAmXXyF28d3lcA+ci7WmGuYv/L/APDy90Pv07Y7ti1yqnN4bPVjAIzsPwHSDjovrnSGQK9A7oq9nGz+pDJQS3F9Cf56f5fncSwxc+ZMZs6c2ep9kiTxxhtv8PjjjzNr1iwAPvvsMyIjI1m8eDGXXXZZT061y2gd8Qgi01YgEPR19Ho9ycnJIiJBIBD0ODqdrlsOWwUh2goEvUBxVjXLPttPWV4tAP2GhnLyFYPwD+l5l01+2j4kyU5gZFS7xV+hPVhG1tuZtiDn2ubs2Un+gf2MOPXMXptHb1Fw8ACHNm8AYPo1N+Hj3/kM2raorei607Yx0/boEm0rFyygaN5/CLr0UqKfedp5e0OdEbtNXlJ+NDttdXovopJSyNu/l9x9uz0i2mbu2Iok2Qnrl9hlN6k7UTJta8pLsVktaLQ9W4hmsVtYeGAh7+94n4BME9MJJ0dTxhNrnuD2UbcTZejcc9RgbeDeFfdSY6lhZPhILoyaw49LnsVY0XnRFsBSKGfq9ksazVun3EpCwPF3kauzZGRkUFhYyGmnnea8LTAwkIkTJ7Ju3bqjRrTVOJ22ItNWIBD0fdRq9VGzkkEgEAiORIi2AkEPYjHb2PjTYXb8nYMkgbdBx4mXJJMyIbLXMhpzlTzbwe0vZw1xiLbleZ512lotFuocy8Z7K9MWGnNtj9cysswdW5z/X11S7BbR1hmP0BWnbZgSj3B0ibb1u+TXlyktrdntdZWVAHj5GtB2I5i+LxCXOoy8/XvJ27eH4dPPcPv4Gds2A9B/9Di3j90VfAOD0Hp5YTWZqC4t8YhQ3RqSJLEsexmvb32drGp5medwmyyQVhssrE5fzG+Hf2PO4DncOPxGgryD2h1v7oa5HKg4QIh3CK+c9Aqa0noAaisrXJqXtVDO1PWOiWNyzGQXH9XxRaHjuYqMjGx2e2RkpPO+1jCZTJhMJufv1dXVnplgJ3HGI4hMW4FAIBAIBAKPIkRbgaCHyNlfzoov9lNd2gBA8vhIpl6SjI+/vlfnpeTZtlVCphASEwdARUE+dpsNtRus/q1R6ygh0+r0bhEKu0p08iAAKgryqKuuwvcoXsLeFTK2N4q2VcWFbskxNjrEIEOQ66Kt4m6sLS/DZrWi0R4d/3wpYq05M7PZ7XXVlcDR7bJViBs8lA3Iubbuxm63kek4FweMal20tdqtFBoLyanJcf7k1eYRoA9gVMQoRoaPJDEg0W0XxlQqFYHhkZTlZlNVXNQjou2Okh28uvlVthVvAyDEO4R/jfwXAfUF7OUvzhh5Hg2Ru9hctJlP937K9we/5/ph13NF6hWtlootOriIH9J/QK1S8+K0F4kyRFFnk+M66qurXHIQWwpksXGftY68nxcxZOr0LrnpBW0zb948nnnmmd6ehhOtXhZtRTyCQCAQCAQCgWc5Or71CgRHMQ1GC2u/T2ffWnkJqV+wFyddPojE4b2T19oUi9lEYbosKsW1U0IGEBAWjlbvhdVsorKokJCYWI/MqTHPNrxXG+J9/AMIiYmjPD+XgoMHGDh2Qq/Npaepq6qk6HC683d3RRIoy64Nwa4LOr6BQWh1eqwWM7XlpQRG9P4y+Y6QLBZMGRkA2CoqsFVVoQmUxf+6Klkg8w08+i8GxAxKRaVSU1VUSE1ZabsxK65SmH6Q+ppqvHwN1EfqWZGzgpyaHLKrs8mpzSG3Jpe8mjyskrXV/b8/+D0AQV5BjAgfwahwWcQdFjasVTGzswRGyKJttYfLyHJqcnhz65ssyVwCgLfGm6uHXs31w67HoDOw4NtHABg0YDQfn3gvq/NW8+bWNzlQcYC3tr3FV/u/4raRt3F+8vno1LIIu7dsLy+sfwGAO0ffyQnRJwDg4+ePWqPFbrNirKwkoJMrHSyFBdhUKvbkZ2H54mNikgcL0bYNlCKKoqIioqOjnbcXFRUxatSoNvd75JFHuO+++5y/V1dXEx8f77F5doRWJ1+0FfEIAoFAIBAIBJ5FiLYCgQcpyqjmjw93UVthAhUMnxbLCecPRO/dN156hQcPYLdZ8QsOIbCDrEiVWk1wTCwlmYcpz8/1mGir5Nm6U/jpKjGDUinPzyU/bd9xJdpm7tzW7PcqNwlTyrJrvy44bVUqFf5h4VQU5FFVXHxUiLamjAywWJy/m7Oy8BkxAoC6Kvm5OBactnofXyL6D6To8EH27VzPhOnnuG3sjO1yNEJ+eAMX/HJhm9vp1Dri/OPo59+PeP94Yv1iKa4rZkfJDnaX7qbSVMnK3JWszF0JgEalISU4hZHhIxkZMZJR4aOI84/r9LyUYryq4raXtHeHyoZKPtj5Ad8c+Aar3YoKFbOSZnHHqDuINDQura8sko8fFBmFSqViatxUpsRO4beM33h729vk1ebx3Prn+GzvZ9wx+g5OiDqB+1bch9lu5qS4k7h+2PXOsVRqNYagYGrKSjBWlndatLUWFFLq74PFasEvJJSYlMHufTKOIfr3709UVBR///23U6Strq5mw4YN3HbbbW3u5+XlhZeXVw/NsmM0Ih5BIBAIBAKBoEfoG8qRQHAMsndNPv98fQC7VSIwwodTr04lOimot6fVDCUaIXbw0E65WkNj42XRNi8Hxk30yJxqShudtr1NdPJgdi9fetzl2irL0Q3BIRgryqku6b5oK9nt1CnxCF1w2oJcRlZRkOeW+fQEprSDzX5vJtpWO5y2AUE9PS3PEB8Ih+GT318jN87M+Unnu8Upv3PDcgD2BhbhrfGmf2B/4vzjiPePdwq08f7xRPhGoFG3HtlisVnYX76f7SXb2VGygx0lOyg0FrKvfB/7yvfxzYFvABgVPoorUq/g1IRTna7UtlDiOtx1QaPpXL/c9yUf7vqQGnMNAJNjJnPf2PsYFDKo+bZmk3NlQlCTiAa1Ss05A85hRsIMFqQt4MOdH5JVncW///k3Bp0Bo8VIrF8sL5z4AmqVutmYhmCHaFvR+VxbS1ER+UF+AAyadCIqtbqDPY5tamtrSU9vXKmQkZHB9u3bCQkJoV+/ftxzzz08//zzJCcn079/f5544gliYmKYPXt2703aRZyZtiIeQSAQCAQCgcCjCNFWIHAzNoudVQvS2LMqH4D+I8M47doh6H363stNyaDsKBpBISRWdqKV5+V4bE41jkxb/9DeF21jB8llZIXpB4+qHNXuINntZO7YCsDwU85g/fffuEWYqq+twW6Tl9J2del0oMPdWF16dJSRHVk+Zs7Mcv6/UkR2LMQjHKo8xKL6ZUwhgLBSHU+tfYqVuSt5etLTHZZhtYXNbuPt1a9hzZXPvaDBA/jgzNebuUw7i06jY3j4cIaHD+cqrgKg0FjIjpIdbC/ezs6Snewt28v2ku1sL9lOhG8Elw26jItSLiLYu/VzVTkXq9x4ASGtIo1HVj1CWoV83qQEp3D/2PuZHNt6uVdVoRy542UwtJr/rdPouCL1CmYnzeazPZ8xf898jBYjerWe109+nUCvlueekjdd64gy6Qh7XR2W6mqK4xMBGDRpWqf2O5bZvHkz06dPd/6uxBpcc801zJ8/nwcffBCj0cjNN99MZWUlJ554In/88cdR1WyuiLY2EY8gEAgEAoFA4FGOfQVCIOhBjJUmfv9gF0UZ1aCCiecOYOyZCajUvZfN2hY2q9XpIO2ohEwhJEbO0CvPy/XYvKodzrHOLs31JCExcXgZDJiMRkqyMogamNzbU/I4RYfTqa+pRu/jy+ApJ7H++2+oLilGkqRuOSeVPFtv/4BOFxwdSUB4BADVbsrY9TSKaKuNicaaX9CsjKyxiOzozv6sbKjkjr/voDiwkknqAIKMOsJqvfk7+292luzk+ROfZ3JM66JjW5Q3lPPQyoco3biLEwnDHunHR7M/Rafp2nnTGlGGKKIMUcxInAFASV0JC9IWsODAAorrinlr21u8v+N9zh5wNlekXtHC5RrgRqetzW7js72f8X/b/g+L3UKwVzD3jr2X8wae16Z7GKCiUL4wGBwV0+5r06AzcNuo27h08KUsOriIEWEjSA1NbXVbv2BZtDVWdk60tRQWUhzgi02jJiA8gqiklE7tdyxz8sknI0lSm/erVCqeffZZnn322R6clXvR6B2ZtiIeQSAQCAQCgcCjHN9r2AQCN5KfXsm3czdRlFGNl6+Wc24fybizEvukYAtQnHEIq8mEt58/oXH9OrVPqMNpW5aX0+6X0u5Q04cybVVqNTHJcj5jftr+Xp5Nz5CxQ45GSBg+iqDIKFCpsJpN1FVVdmtcRbT160ZBkSLautPd6EkU0Tbg9NMBOR5Bweh4Po9mp63FbuG+f+4jtzaX8OAY+o8eB8Bd+kvoH9ifkvoSbll6Cy9ufBGTzdSpMXeW7OSSny9hfcF6EkrlJfdTpp7rVsG2NcJ9w7l91O0svWgpL5z4AqkhqZjtZn5I/4GLfr6I6/64jr+z/sZml52FSjxCfXUV5ob6Lh83tyaX65dcz2tbXsNit3By3MksmrWI85PPb1ewBagokEXbptEI7RHiHcKNw29kQnTb+dxKdImxk05bS0EBBY5ohJQTTuzV8khBzyHiEQQCgUAgEAh6BiHaCgTdRJIkdi7P5cfXtlFfbSY01sDFj4wjYVhob0+tXXL37QYcebadzCAMio5FpVJjrq/r9Jd6V1EyGvtCpi1ATIrsSDtecm0zt8vRCImjxqDR6vALkc/j7rpba515tq6XkCko5U9Hg9PWVluLJV8W1fybiLbKxY76Kkem7VFaRCZJEvM2zGNT4SZ8tb68fcrbjDz5DACKt+zi67O+4tJBlwLwxb4vmPPrHOey/7bG+2b/N1zzxzUU1RXR3y+B/hVBAE4xuCfQa/ScN/A8vj3nWz6f+TkzEmegUWnYXLSZe1bcw1mLzmL+7vmYtDa8DAYAqrvgtpUkiUUHF3HhTxeytXgrvlpfnp38LG+d8hZhPp27YKWItsHRnRNtO4MSj2Cs7FymbX1ODsUBvgAMniyiEY4XGuMRhGgrEAgEAoFA4EmEaCsQdAOr2cbfn+5j1bdp2O0SyeMiuPDBcQSG+/b21DpEEW07G40AoNXpCIyUhbPyfPdHJJjqjJjrZddaQB/ItAWITlGctse+aFtfW0PBwQMAJI4cCzTJ7iwu7NbYisjf1TxbeS6y07amrNSZj9tXUUrItBEReA8fDioV9poabOXy8+CMRzhKi8i+OfANC9MWokLFS9NeIik4if6jx+Nt8KO2opzS/ek8fsLjvHPqO4R4h3Cw4iBzfpnD53s/xy41F3rqrfU8uvpRXtjwAla7ldP6ncYrSU9gbWjAJyCQqAE9H0uiUqkYFTGKV056hT8u/IObht9EkFcQ+cZ8Xt3yKqcsOIVqHwsABfkZLo1dWl/Kncvu5Km1T1FnrWNs5Fi+P+97zk92rbytskk8grtQ4hFqyzt3US5j327sajV+Oj0R/Qe6bR6Cvo1WiUcQmbYCgUAgEAgEHkWItgKBi1hMDeTu3U1lcS2LXtnKgfWFqNQqplyUxOk3DEXn1f6SVrfOpUGei93u2hcnu91G3v69QOdLyBRCYuVc2zIPlJFVO6IRvP380fWRUpbopBRUKjU1pSXOkrRjlexd25EkO6Fx/ZyZwoHOSILuuVuNbnDaGoKC0Wi1SHY7teVl3ZqPp1GiEbxSUlB7eaGLjgZkt63FbHJenDAEBfXWFLvMuvx1vLjxRQDuHXsvJ8WfBMgXdQZNngrA3lXLAJgWN43vz/ueaXHTMNvNvLTpJW5deivFdfL5lFWdxRW/XcEvh39Bo9Jw/9j7ee3k1yjYJZck9h81ttMrATxFlCGKu8bcxdKLlvLs5GcZFDwIs91MgUY+p1/48wn+9de/+OHgD1SZqtod66+svzj/x/P5J/cfdGod94+9n/+d8T/i/ONcnpeSaRvkTqeti5m2GTmyYJ0YFS+iEY4jNCIeQSAQCAQCgaBHEKKtQOAi6777mm+feZivnpxPSXYN3n46zrt7FKNO69fjX1pXf/s53z7zML++8RI2q7XT+5VmZ2GqM6Lz9iEicYBLxwyNVcrI3C/a9rVoBAC9jy9hCYnAsZ9rm7FdzrNNHDXWeVtARBTQtSXgTXFHpq1KrXaeG30917apaAugT0wAwJyZ5YxG0Gi16H36viu/KVnVWdz/z/3YJBvnDTyPa4de2+z+1KmnAHBww1osDQ0AhPmE8fYpb/P4xMfx1nizrmAdF/50Ie9tf4/LfrmMgxUHCfUO5aMzPuLaYdeiUqnI2LYZ6NlohI7w1npzfvL5LDx3IYvOW0RSgnzBy9eoZlXeKp5c+yQnf3syN/95MwvTFlJW33hhocZcw6OrHuXeFfdSaapkUPAgvj3nW64ddm2H2bWtYW6od76mgqNi3fMAaXTa1lVVdXgx0FRXR75RPpeTUoe7bQ6Cvo8z01YUkQkEAoFAIBB4FG1vT0Ag6AvYbHYaai3yj9Hx4/x/q/N3k9FC3t5NAJjriohNnciZtwzHP6R3XKHKkv20DWuwv2HnnHseRKPtuLAnd5/sYosdlIpa45pgEBIjO8LK89wfj9CXSsiaEpOSSknmYQoO7mPQpBN7ezoeQZIkMnfIebb9RzaKtoFuKv9yR6YtyLm2lYUFfT7XtlG0lZf26xMTMa5dhzkzE9uIIQD4BAYdVe7EanM1d/x9BzXmGkaEj+DJSU+2mH9MymCCIqOpLCogfdM6UqdOB+S4gUsHX8r4qPE8vOph9pXv490d7wIwOmI0r5z0ChG+8rlWXVJMWW42KrWaxBFjevZBdgKVSkVycDLThs1g2cb3OS3oRCaOSmBp1lIOVBxgXcE61hWs4/n1zzMuchyTYibx7YFvKTQWolapuX7Y9fxr5L+6Va5WWVgAgI9/AN5+fu56aPgEBKBSqZEkO3VVVU4RtzUOb9mAHTA0mIlMHeK2OQj6Pko8gk3EIwgEAoFAIBB4FCHaCo57KgqNfP/SFkx1nXOqmh3uKb9gC+c/MAatrufiEJoiSRJlubLbVaVSk75pHT+9No9z730Era59MSDPmWfrWjQCNMYjeMJpq8QjBPQhpy1AbMpgdvz5K/kHjl2nbUlWBsaKcrReXsQ2yTkOjFDKv7rptK3sfqYtNIrIfVm0lSSJhoNypq234rRNcDhts7IwOZy2hqOohMxqt/LgPw+SWZ1JpG8kb05/Ey+NV4vtVCoVqVNPZt13X7N31XKnaKswIGgAX571JW9vf5tvD3zLBckXcO/Ye9GpG9+zDjtctjEpqW4VJN2N8tqwVtRwy8hbuGXkLWRVZ7E0aylLs5ayt2wvGws3srFwIwDx/vHMPXEuoyJGdfvYFQV5gHujEQDUag2+QUEYK8oxVpS3K9ruX7cKgOjKWmf8h+D4QCviEQQCgUAgEAh6BCHaCo571nyfLgu2KvD21eHtp8PboMXboMPboMPLT4ePn/z/Gq2VX98wAuDjZ+41wRbkKAFLQz1qjYZZDzzOz6/N4/CWjfz06gucd9+jaPX6VveTJInc/Q6nrQslZAohsbLTtraiHFNdHV6+7lverWTG+veREjKF6JRUAIoyDmExm9DpW4pVRzuKy7bf0BHNRP+AcEW0LUay27uULypJEsYKNzltw9zj/G3KrmV/sn/NCs659xF8/Py7PZ61qAh7VRVoNOgHyuVMOkW0zcykrqoSAN+AwG4fq6d4dfOrrMlfg4/Wh/875f8I82nbDZ96oizaZu3cTm0rwp9Oo+Pesfdyz5h7WnUaZ2yTVzP0pWiE1ggMl6NDqoqLkCQJlUpFQkACNw6/kRuH30huTS5/Z//N2vy1JAcl869R/8JX5573y4oC95eQKfgFh2CsKKe2opzINrZpMNaS6YhTia6sRRcV5fZ5CPouGhGPIBAIBAKBQNAjCNFWcFyTs6+crF1lqNUqLntyAsFRhna3Lzx00Pn/tb1cSlWWkw1AcHQsA8aMZ/aDT7L45efI2LaZH199gfPuf7RVcbGiII+6qko0Oh1RA1NcPq63wQ9DUDDGygrK83OIThrU7cei4IxH6GNO28CISHwDg6irqqTocDpxg10Xu/s6ma3k2YIcVaFSq7FZrdRWluMf4np0hbm+DqvZBIBfUDdF24hGEdldbPrpeyoK8ji4YQ0jTj2z2+Mp0Qj6hATUXvJr0CsxEQBzdnajaBvYPddxT/F92vd8se8LAJ6f8jypoantbh8cHUt08iAKDh7gwNqVjD17dqvbtSbYWswmsnfvBGDAmPHdm7iHCYiQLyCY6+toMNa2EPzj/OO4Zug1XDP0Grcfu7LQc6Kt4oZvr4zs0OYN2G02/OrNBPkYUPv4uH0egr6LcNoKBAKBQCAQ9AyiiEzQK0h2Oxt//I5cxzL93sBul1jzXToAw06K7VCwBajIb8xxra2scKn8y92U5cqibWhcPwASRozi/IeeQuvlReb2Lfz48vNYTA0t9lOe8+jkQR3GKLRFY0SCe3NtnUVkfSzTVqVSEeNw2+Yf2NfLs3E/pro68g7sBZrn2QKoNRqn87m6uGtCaa2jMEnv44POu3v5zwFKPEKpe0Rbq8XizActzjjsljGPLCED0MXGgkaDVF9PreN4voF932m7uXAzz294HoB/jfoXZySe0an9hjgKyfauXO7S8XL37sZqNuEXGkZYfIJrk+1hdHovp8DZ3aI+V1Gctu6OR4BGN7zijm+NA2tXAhBdVYtWuGyPO0SmrUAgEAgEAkHPIERbQa+Qd2Avq76az9IP3+61OexfV0BZXi1evlrGn92/U/uUO3IEAZCkdp1Inqb0CNEWoN+wEVz48DPovLzJ2rmNxS8962xwV1BKyLqSZ6vQWEbmvlxbyW6npkzOC+5rmbYAMYNk0bbg4LGXa5u9Zwd2m42gqGiColpmUyrZnV2NJHBGI3TTZQsQ6IhrqCktabPdXpIk6nftwm42dzheZUEekiS7xYozD3V7fgANR5SQAah0OnRxsQDUOgS3vh6PcLjyMPetuA+r3cqMxBncOuLWTu87aPJU1BotxZmHKM3J6vR+GY482wGjxh0VJW2K87uquLBHj1uhOG2jY90+tvI6ra0oa/X++ppqsnZtB0Q0wvGKiEcQCAQCgUAg6BmEaCvoFZSlzRWF+b3iVjU3WNnwo+yqG3dWIt5+nXOclufnNftdERl7gyOdtgpxQ4Zx4aPPovP2IXv3Tha9+DTmhnrn/YrTNrYbS/wVp22ZG522xqpK7DYrKpUav+BQt43rLpxO27T9SJLUy7NxL0o0Qv9RrWeIKu7WrgpTzhKy4O7HARiCg1FrNNhtNmrLW79oUv3LL2RefAlFz7/Q4XhNz+GS7Mw2hWBXMKU1LyFT0DsiEozl8vuGbzdL2eySndV5q/nt8G/sLt1Nlamqy2NVmapYm7+Wj3Z+xN3L7ubUhacy68dZVJgqSA1J5bkpz7kkovr4Bzgzafeu6pzbVpIkDit5tn08GkFBuYhQ1YNO2wZjLfXV8t86uJWLLN1FySA2VrbutD24cR12m41gXz/8TBa00UK0Pd4Q8QgCgUAgEAgEPYPItBX0Cspyaclup7qkyCNuofbYtjSbumozAWHeDD8prtP7OeMRVCqQJGrLeyfXVpIkynJll2tYfL8W98cOHsJFjz3H93OfJHfvbhbNe4oLHn6ahtpaakpLUKnVxKQM7vLxQ53xCO5z2ip5toaQENSa3it4a4vI/gNRa7TUVVVSVVTYqiP1aESSJGcJWeKoMa1uE9jNHFmj4/XuDqetWq3BPyycqqJCqkuLW3VlV/+xBICqH38k4v770LQTQ9D0HLaaTFTk5xMaF9/l+UkWC+ZDsmPXa1DzvGd9QgJGoL6mBui601aSJNbmr+XNrW+yr7x5XEeAPoB4//gWP/0C+hHuE45KpaLOUsf+8v3sLt3N7rLd7CndQ3ZNdovjqFAxKmIUL017CR+t65mlQ6ZN59Dm9exbvYKpl13dYYldRUEeVUWFaLRa+g0b4fLxegOnC70HRdtKh1PbEBSM3sd9RZAKjfEIrV8USVu/GoB4vXxs3THyXijoPI3xCEK0FQgEAoFAIPAkQrQV9ApNvwxWFOb3qGhbW9HA9j9lgWLyBUnOZX4dIdntziWpkf0HUnQ43Sk09jQ1ZSVYGupRazQEtVFEE5MymIsff57v5j5B3v69fDf3SYacOB2AyAFJ6L27XhwTEisL3ZVFBdisFjTarmXjNqWv5tkqaPV6IgcMpODgAfLT9h0zom15Xi7VJcVodDriU4e3uk133YS1DseenxuctvJ8ImTRtqQYjnCMSxYLdevXy/9vMlH18y+EXHlFm2MpjnWF4sxD3RJtzVlZSBYLKl9fOce2CYrTtt4kO999A4NcHn9XyS7e2PoGGws3AmDQGUgJTiG3JpeS+hKqzdXsKdvDnrI9Lfb11ngT6hNKgbEAu9RSbInzi2NY2DCGhQ1jaOhQhoQOwVfXdVFwwJgJeBkM1JaVkrN3F/2GjWx3eyUaIW7I8G69P/UkAeHdiw7pCsq/Q22997eHvaEBlZdXu65pP4cDvLYVp21ddRXZu3cAEFNnAUAnnLbHHYrT1ma1I9klVOq+H2UiEAgEAoFAcDQiRFtBr1DbRLStLMiH0T137A0/HsZqsROdFMiA0Z3PTq0pL8NqMqHWaIgdPFQWbct7Jx6hLEcWmoKjY9Fo234ZRyWlcPHjL/Dd849TkLafwoNy1mZ38mwB/EJC0fv4YK6vp7KwoEVEQ1eodgjgAaF9L89WISYl1SnaDpl2Sm9Pxy1k7pCjEeJSh7VZEhbgdNp2NdPWfU5bAP8wRxlZKyJy/Y4d2I1G5++VCxcSfMXlbYpUitM2IDyS6pIiijMPk3riyV2em7OELDmphbNUn5CABJjsdlC5JtpmVGXwf9v+j6VZSwHQqXVcNvgybhp+E8HesshWb60ntyaX7Jps+b/V2eTU5JBTk0O+MZ8GWwN5tXLES7hPOEPDhjIstFGkDfLu/Hw6g1anY9AJU9n59x/sXbm8Q9H28FZHNEIbMR19kd5w2iolZMEulpBZioo5fNZZGKZNJe7119vcTnHa1lVWINntzc7jgxvWINntRA5IwmvrPiwgisiOQ5pe7LZa7ej0fW91jEAgEAgEAsGxgBBtBb1C7RFO256iJLuG/evlXM4pFya7lNFY4cizDYyMdn5Rry3rnXiEtvJsWyNyQBIXPzmXhc8/TkNNNQBxqV3PswVQqVSExMRReOggZXk5bhFtFdeyfx8sIVOIGZTKll8Xk5927JSRZTjzbMe2uY3itK0uLcFus7kcX6FkYypiUHdxOn9biWuoXS0v3TZMm0rdho2YDhygYdcufEa0XG5vt9uc5YKpJ57Ehh8WUJzRvTIypYTsyDxbAH1CImatBhxvO52JRygyFvHejvdYnL4Ym2RDhYpzB57L7aNuJ8avuWjno/UhOTiZ5ODkFuNY7BYKagsoqiuin38/Ig2RXXh0rpM69WR2/v0HaRvWcOoNt6Lzav3CgLm+zlmSOGDM0STayoJldUlRC4HTU1R20Wlbv20rdqOR2n9WtjtX38AgUKmw22zU11Q3u7hwYJ38+ko54USsv60AQBd9bKw6EHQebROR1mYWoq1AIBAIBAKBpxBFZIJeQSkmgkbXkKeRJIk138kFQSkTIonsH+DS/uUFcp5tSEws/iHyEv6aXsq0LXVBtAWISBzAJU+8gE9AIN4Gv26VkCmExMgRCeVuKiOrcQjg/n3ZaZss5wCXZmdhqqvr5dl0H4upwVlMlziybdHWLzgEtUaLZLdT2wV3eaPT1j3xCEoxWnVpS9HWuGatvM3Ms/CfcQYgu21bo6q4CJvFglbvRdK4EwAozjjUZtFclamKHw7+wN3L7ubFjS9isplabKOUkHkltxRtddFRWHxk0dLb19Cu+F1lquL1La9z9g9n8/3B77FJNk6OP5nvz/ueF058oYVg2xE6tY5+Af0YHzW+Q8HWXldH7T//UDh3LoXPv4BkNrt0rKbEDhpCQHgkloZ60jdvaHO7rN07sNusBEVF93jGeXfwDw1DpVJjs1jaLO5yN8qFTledtubMLACkujos+W3/u6vRap0XFJpeYDVWVpC7V36/SBoyHMkkn//ayJ65ACDoO6jVKtQa+eqT1dL98kaBQCAQCAQCQesIp62gx5EkCWN5z4u2mTtLyUurRKNTc8LsgS7vrzhtg6Nj8QsNBRqFxp7GFaetQnhCf25480NsViveBr9uzyHEzWVkzniEPuy09QsJJSA8guqSYgrT00gYMaq3p9Qtcvbuwmax4B8W7swpbg2VWk1AeDiVhQVUFRc6RdPOYnRm2rrXaXtkXIO1ooKG3bKo9B/pN+KH6DjlJ6j85RciHnoYjZ+h2fbKuRscE0tYQn/UGg0NRrmsT3mM5Q3lLMtextKspWws2IhVsjr331q8lTdOfoNov0anoTMeoRWnrUqjwebI//Ruw3HaYG3gq/1f8b9d/6PaLDvjx0SM4Z6x9zA6wjM5MpLdjmn/fmrXrMG4Zi31W7YgWSzO+33HjCbgrLO6NLZKrWbI1JNZv+hb9q1cRuqUk1rdLkOJRhh99LhsQRY4/cPCqC4ppqqkGL+QUI8eT5IkKgoa/y1yBXN2Y36zKe0g+ri2X/OGoGDqqiqbCdFp61cjSXaikwbhY5ZfB5qwMNR6vUvzEBwbaHRq7DYbVrMoIxMIBAKBQCDwFEK0FfQ4JqMRq6XRuVVTWoLVYkGr636ZVVvYbHbWLpKXPY86NR7/kNYFk/Yoz5cdpcHRsU43qLGiokvLxbuDJEmU5cpiU1i8a7EEXr6GjjfqJCGOsibleekufb2ITCEmJZXqkmLy0/Yd9aJt5vatAPQfObbDqJDAiChZtC0pxpWaLovZhKlOzph1V6at02lbUtJsmXfF6n9AksgKh19r1gESg0IgtryBZ587A8s5JzE2cixjIseQGJDofB2Fxsaj1ekIjY2nJDuT9APbOFhWydKspWwq2tSstGtQ8CAmx07mh4M/sLdsL5f+cimvnPQKE6InYKs1YsmVXw9eg1qKtgC2iDCoKcVb3fI9Y1PhJp5a+xQ5NfK8koKSuGfMPUyLm+ZSlEtnsBQVY1y7FuOaNRjXrsXW5EIagC4mBrXBgOngQYzr1nVZtAVInXoK6xd9S+bObRgrK1o4riVJcpaQDRg9vsvH6S0CwyOpLimmuriQ2EGpHj1WfU01Jkdmc1Cka1my5qws5/+bDh7E/5TpbW5rCA6hJCuD2opGZ/2BdasAGDR5KtZCOWZIJ/Jsj1u0OjWWBhtWixBtBQKBQCAQCDyFEG0FPY7yJdDb4IfNZsPSUE9VUWG3Gts7Ys/KPCqL6vDx1zHmzIQujaE4gkNiYvENDESt0WC32TBWVvSo0FhTVoKloR61RtOl9nB30TQeobtZjlaLhbqqSqBvZ9oCxKQMZv+af8jYsYVJF83p7el0C6WELHHUmA63VYRSVwuXjBWyU0+j0+FlcM9FA7+QUFRqNXabldrKcvxDwthUuIk9Xz/PRGBnfxUXJl+Iv96fvZN/I/aXfMZtLOfRIT/z8+GfAQjxDuHUPbEYAHuIDwW1BdQEqyAbXv/9ebanVDqPNyR0CKcnnM7pCaeTECC/f1w66FLuXX4v+8r3cfPSm7l37L1cbJaLtjThYWiDW4+CsAQFQk0pemvjkuJacy2vb3mdBWkLAIj0jeSuMXdxdv+z0bQi7nYVW3U1ZR9+SO0/KzEdPNjsPrWvL74nnIBhymT8pkxBl5CAcdUqcm6+BeOatUiS1GXhOCQmlqikFArT09i/ZiVjz57V7H5ZHCxH6+XV7ZLE3iAgIhL27uqRMjIlz9YvNKzNfOC2OFK0bQ/FFa+8fmvKS8nbvxeA5IlTsPzxJyBHfgiOT7Q6DWAR8QgCgUAgEAgEHkSItoIeR/kSaAgOQaPVUZx5iIrCfI+Jtg1GCxt/yQBg4nkD0Hu7ftpbzCZnfmZITBxqtQZDcAg1pSXUlJX0qGiruAODo2PRaHvvJRwUGY1ao8FiaqCmvJSAMNeWzDdFKXTT6vT4+LuWNdzTJE+YzIrP/kdB2n4K09OISmrdUdnXqSwsoKIgH7VGQ79hozrcvq1Igo5ozLMNcZtbVK3R4B8aTnVJESWFubyb/j++2Ps576fJ4sH0i+5j/OQbAbAOuI6Df5xEUoGV+wIv4B/vLHaV7KK8oZy6Qj0GvPgg93Me/f4DUs3+TCSEkGodI8JGcHrC6ZyWcBpx/i2Xkcf6xfLZzM94bv1z/HToJ17Z/AqWnCFMAbxbybNVsPj6AKCvbwBgdd5qnln3DIVG2bl4Scol3Dv2Xvz03Y8wOZLKBQso++//5F9UKryHDZNF2hNPxGfkSFRHrHbwHTsWdDos+flYcnLQ9+t64eCQqdMpTE9j3+rlLURbxWXbb9hItEfhUnulmLLKxddGV1AuHga7eMHOVmvEVtoY59ORaKu44pX8+bR1awCIGTSEgLBwigsLANBGiRKy4xWtXr5QaxPxCAKBQCAQCAQeQxSRCXocxWnrFxLqLFKpdGT0eYItv2diMloJiTGQOrlrXzArCwtAkvAyGPBxFLQoEQk1Za4XM3WHshzZLeVKnq0n0Gi1Tqdvd8vIlDxb/7Bwty8Ddzd+IaEMmjwVgC2//djLs+k6GQ6XbcygVLx8fTvcPkARplx12jpEH0MbztOuEuhw/j6/5DG+2PcFcaUQUgsqLy/GnnGlczttSAj+p50GwMydWuafOZ+1l6/lkxmfEF4vO38bguR/CkMTZBftYEssX579JdcOu7ZVwVbBW+vN81Oe5+EJD6NVaanetwsAc2Lb7zNmhzCqqazi8dWPc9tft1FoLCTOL47/nfE/npj0hEcEWwBLgSwMB5x7Lslr19B/4QIi7rkH33HjWgi2AGqDAd+RsnvYuHZdt449aPI01BoNRYfTnReeFA4fxdEIIEeHgOuvja6gOG1dFW0t2Q6XreNCn/nw4Wa5xUeivF6Vi6wH1q0EYNAk+b1POZdEPMLxi0Ynv2+KeASBQCAQCAQCz9EnRNt33nmHxMREvL29mThxIhs3bmxz2/nz56NSqZr9eHu7nk8q6D2UNmq/4BCnaKu0YbubqpI6di6XBcUpFyah1nTtlK9w5LaGRMc5RUV/R+FMbXnPlpGVdqGEzFM0RiR0r4zsaMmzVRh7luwUTFu/utfK6LpL5nZHNMLIsZ3avtFpW+zScWodoo+fm/JsQS7rylbJ82goryTCN4LntRcC4Dt+POoj/k0IuvgiAKp+/hl7fT1eGi8G6RPBbEWlVvPr9ctYN2cdb1wqu1DrKiqoq67q1FxUKhVXpF7Bf2f8lwFlsiD2gfF3Vuetbn3ujnxcTXk5v6QtRoWKK1Ov5PvzvmdC9ATXnggXsTnee32GDW0zvuFIfCdPAsC4rnuirW9AIImj5HNt76plztvra2soSNsPQP/RnTsX+xrKa6Mt0bbhQBoN+/Yh2bsvbilO26Bo10RbJRrBZ+hQ1L6+SBZLs2KyI1Fer7UVZVSXFFNw8ACoVKRMnAyARcm0FfEIxy1yPALYhGgrEAgEAoFA4DF6XbT99ttvue+++3jqqafYunUrI0eOZMaMGRQXty0MBAQEUFBQ4PzJapLTJuj7OJdLB4c4nZrKF1F3s+6HQ9htEv2GhNBvaNdbvcvzlbbuxi/Kfg6BsadFu3KlPKkPiLZKpEVZd0XbJk7bo4HIAUnEpQ7DbrOxbckvvT0dl7FaLGTv2QlA/1GdFG0dTtua8lJs1rYdekfibqftzpKdXPLLJewwHQBgmC6JH2b9QPhu+T3EMGVKi30Mkyahi4vDXlND9ZIlQJOYkagYvPQ++On98PL1Jcix3Ls487BL8xoTMYbBFXL0wYFgE//66198tPMjJElyblPeUE5aiTxvH4uNMVY5YuGhCQ/hq+vY7dxdrOWOfOGQzr8XGibJom3d+vXdFh2HTJWLr/atXuEcK3PHViTJTlh8QrciVnoT52ujrAS7rXm+pykjg4wLLiDj/As4OO0k8h58kKoff8RaUtKlYykXOIOjY13az5wlC7T6xET0yUny3NqJSDAombaVFRxYL1+AiEsdip/j3LEWiHiE4x0lHkFk2goEAoFAIBB4jl4XbV977TVuuukmrrvuOoYMGcL777+Pr68vH3/8cZv7qFQqoqKinD+RkZE9OGNBd2macelJp21+eiWHtpagUsHkC5O6NVaFI74hOKZxqbR/SM+LtpIkUZYnf/kOi+990TYkVhZty/O7GY/gcNoGHCWiLcAYRy7nrr/+wNLQ0MuzcY28/XuwmkwYgoIJT+jfqX18A4PQ6r1Akqgp7fw578yw7qbT1mwz88aWN7jq96vIqMqAQFkgTdH0w8+up27TJgD8Tmwp2qrUaoIukp24lQu/Axrd4co5rBCROBCA4oxDLs3PWlKCVFUNajUTJp2PhMRb297i3hX3Umuu5feM35m9eDbmmloA9FYbrwx8gFERo1w6TnewOaJcNCGdF9B9hg9HbTBgq6qiYd++bh1/wNgJ6H18qSktIXffbqAxz7b/mKMzGgHAEBSMRqdDstudqwYU6jZuAoeQaystpfqnn8l/6GEOTp3G4VmzKXrpZWrXrMFuMnV4HEmSupxpqzht9YkJeCUnA2BKa1u0bSwiK+fAWiUaYZo8D5sNi+PCunDaHr9oRTyCQCAQCAQCgcfpVdHWbDazZcsWTnPkDQKo1WpOO+001rWzFLO2tpaEhATi4+OZNWsWe/bs6YnpCtyEMx4hpNFpW1tWisXkPuFLskus+S4dgNQTYwiN7V5GZIXDaRsS0+hu8g9ziLY9GI9QU1aCub4etUbjdAT2Jo3xCN0TbRXhW8kJPhoYOHYCgZFRNBhr2fPP3709nTYx28xsKtzEO9vf4Zrfr2HW4lksWfYVIEcjdDZDWKVSEeDIkXUlu7M7Tlub3cb24u28tvk1zlt8Hv/b/T/skp1zBpzDo6c/A8hxDXVbtiCZTGgjI9EntX6BJvD8C0CjoX7LFkyHDjlF2yMLECMSBwCuO20VAUzfrx+Pn/QcT016Cp1ax9/Zf3PG92fw4MoHqWiowMcsRyh4WW1IOZ7L8m4Nq0NA14Z0XkBXabX4TpwIQF03IxJ0ei9STjgRgL2rlmO325wxHQNGjevW2L2JSq12uoSPfG007JZzjkOuu45+n35K6M034z10KACmAwco//hjcm64kbQJE8m+8SbKPpmPKT291ePUVVViaahHpVITGOmaWKpEIej69cNbEW3bcdr6BsmvV5vVStHhdFQqNckTZNe1tbQMrFZQq9GGHz3v2QL3onHEI1hFEZlAIBAIBAKBx+i96nmgtLQUm83WwikbGRnJ/v37W91n0KBBfPzxx4wYMYKqqipeeeUVJk+ezJ49e4iLa1kYYzKZMDVxsFRXV7v3QQhcpmmmrY9/AF4GAyajkcqiQsL7Jba6j90uUZJVg83WuS8HRYerKc6sRuelYeK5A7o1X0mSKC+QRcnWnLa1PVhE5lzSHR2LRtuyOKinCYmVn4+6qkrqa2vw8fPv0jhHWzwCgFqtYczM81g+/0O2/v4jI0+fiUrds9fBJEkie9cOgmNinS5lq93KvrJ9bCjcwIaCDWwv3k6DrfkFkeyd9QSjR+rvmpAaGB5BeV4OVSUuiLbK672TTtsGawMbCjawLGcZK3JWUN5Q7rwvxDuEJ094klMTTqWqWM7UrC4tpnaVvHzbMGVKmyK0LjICv5NOonbZMioXLKTMVCmPeaTTtr/DaeuyaJsGgFdKCgAXpVxEcnAy9624j+K6YrRqLTcNup763+V4Br3Vhjkz06VjdAfJbsdW4Xo8AsgRCbXLlmFcu47QG2/s1jyGTJvO7uV/krZ+DaknTqe+phovXwPRKYO7NW53sJtM1G/bhs+YMaj1+i6NERgRSUVBXgvRtn6X7Cj2GTMaw8QJGCZOgPvuxVpejnHdOoxr1mJcvRprcTHG1asxrl5N8YsvEj1vHkHnz242lrLiwz8sHG0rxXHt4XTaJiRid1xAaU+01ep0ePv501BbA0D80OEYHEKutdARjRARgUrbqx8jBb2IiEcQCAQCgUAg8DxH3aftSZMmMcmRsQcwefJkUlNT+eCDD3juuedabD9v3jyeeeaZnpyioB0kScJYIYucfsGhqFQqgqNjKUxPo7Igv03Rdu136exY5npu6pgzE/AN6NqXcIX66ipMRiOoVM3crX6hjiKyijLsdhtqtaZbx+kMZTnyF+++kGcLoPf2wS80jNqyUsrzcokdlOryGJIkUV16dBWRKQw7+TTWfPsFFQX5HN62mYFjPVskdST7167kt7deRqXR4D0ygYMpZtbX76DWUttsu1DvUCZET2Bi1ERqy0op/e1n7Eg8nvsay1fu4f6x9xNp6DhmJiBCdvdVuyDa1lY64hGC2xZtKxsqWZm3kuXZy1mTv4Z6a73zPn+dP9PipzE9fjpTY6c6s1/9QsJQqdTYLBbK165BBRimTG53LkEXX0TtsmVU/fgjZcPkWIjQFvEI8kWeioI8zA316L19OvU4jxRtAUaGj+Tbc77lx/QfmRY3jXCTH/9jCVqNFq1dcgppPYGtqsq5TF8bHOTSvgZHGVndli3YTSbUXl5dnkfc4KH4h4VTU1rC8vkfAJAwcgyaXhL/6nftJv+hhzAfPkzYXXcS/q9/dWkcJde2qWhrb2hwCqM+w4Y1214bEkLg2WcTePbZSJKE+dAhalevpvqnn2nYuxfjmjUtRVtnnq1r0Qi22lpsjkgTfUI/JEecizk7G3tDQ4viPgW/4BCnaDto8lTn7ZYCRwlZlIhGOJ5R4hFEEZlAIBAIBAKB5+hV0TYsLAyNRkNRUXMBoKioiKhOfhnQ6XSMHj2a9DaWEz7yyCPcd999zt+rq6uJj49vdVuB52kw1mKzWoHG5ZfBUTEUpqe1mWtbmlvDzuWyYBsY4dPp5dxBkb6MOrX7f2slrzUgLBydvlGsMAQFo1Krkex2jJUVTuetJynNlZe4HrmkuzcJjY13iLY5XRJtTXVGLA2ySBdwFMUjAOh9fBlx2pls/nkRW39b3OOi7bp/fgLkjMn6rYeJ2SYxMtaLQ4M1DBk41inUDgwa6Hzd7Px7CUsBKdoPi17i94zfWZGzgptH3MxVQ67CS9O2IBfoYjyCzWqlvroKwOnSA9kNfKjyEJsKN7EsZxlbi7ZikxrdWlGGKKbHT+eUfqcwNnIsOnVLV6FGq8UvNJSa0hIqc7MJVqkwTG5ftPWbOhVtZCR1pSXU18irLkJimq/QMAQFYwgOwVhRTklWZqfP6UbRNrnZ7WE+Ydww/AYA8tPkTFgfPzmupUdFW4fLVu3vj8pFN6l+wAC0ERFYi4up37YNwwkndHkeKrWaIVOns+GHBZQ6LkINGN3z0QiSxULp+x9Q+v77TjG7bu066KJoGxCuiLaFztsa9u0Dmw1NWBjadj7TqFQqvJKS8EpKQt+vH7n/ur3ViIRKR55tkIt5thZHNIImJASNvz+Snx+aoCBslZWYDx/Ge8iQVvczBIdQmpOFSq0maXzjxXKL4rQVebbHDRt//A5jZQUTZ1+Mb2AQABol01bEIwgEAoFAIBB4jF4VbfV6PWPHjuXvv/9m9uzZANjtdv7++2/uuOOOTo1hs9nYtWsXZ511Vqv3e3l54dUNV5DAvRjLZZett3+Ac3mn8gVUWfrZFEmSWPlNGpIESeMimHHjsBbbeBpn8csRbd1qtQa/4FBqykqoLSvrEdG2PFfJ4Uzw+LE6S0hsHFk7t1GW57oTGhrzbL39/NG14fjqy4w+8xy2/LqY7N07Kc487HRqAlSbq3l729tsKtzEHaPu4NSEU91yTEmS+GjHR5Tu3YsXGrYOq2FQRRiGPBPJuX6k5KtJNScwcfDJhAQ3P2+VDNGpJ87mnOlPMW/DPLaXbOfNrW+y6OAiHhz/ICfFndTqxRGnm7CTTtu6qkpAFuqWl65hT9oe9pTtYX/5/mZuWoCU4BRO6XcK0+OnkxqS2qmLMwFhEdSUllCv1xE9IBltB7m5Kq2WoAsvoPjTT+T9wyNaPeciEgeQUVFOceahTom2ks2G6ZBcXObdxGl7JEbH82FwxBNY8wvadTq6E6WEzJU8WwWVSoVh0iSqfvwR49p13RJtAVIdoq1C4sgx3RrPVUzp6eQ/9DANjjx830knULduPfW7dyNZrV1a8h/ocKE3fW007JbH9xk6tNMXG70cmczmw4eRbDZUmsYVHMqFzRAXnbaN0QjyvxsqlQqv5GTqNm3CdPBg26Kt40JLwvBR+AYEOm+3Op22vZ+rLugZtv3+E7UV5QyZOt0p2mqVTFsRjyAQCAQCgUDgMXq1iAzgvvvu46OPPuLTTz9l37593HbbbRiNRq677joArr76ah555BHn9s8++yx//vknhw8fZuvWrVx55ZVkZWVxYzdz9gQ9Q9M8WwVlqacijjYlbWMRBelVaPVqplzYesGQp1Gctkc68qAxIqEnysgkSaIsT3ZMhcX3jXgEgJAY2fVbkd+1MrKjMc+2KQFhESRPnALA1t8czldJdrDOWjyLr/d/TXplOvesuIfn1j1Hg7V7hXt1ljoe+OcBvv7nA7wsGiQvDf996HeefO175jz3Cv1Hj0Oy29m7chnz77uNX996mTKHQ9tmtZK1azsAiaPGMCR0CJ/N/Ix5U+cR7hNOTk0Ody67k9v+vo2MqoyWj9XhJqwuKW51bpIkUWgs5O+sv3lz65s8+sf9ANTqzDyy5hG+2PcF24q3UW+tx6AzMDF6Ig+Of5DfL/id78/7nttH3c6Q0CGdFrgU52+9XovhxCmd2ifowgup9ZadpsFtOLsjEh25thmHOjWmOSsbyWRC5e2Nrp2VHPVVsuvYNyQUdUCAvK/DBelprOVKnq3roi00RiQYu1lGBrI7P3KA7EiOHJDczIXtSSS7nbJP5pNxwYU07NmDOjCQmFdfod///oc6IACpoYGGAwe6NLZyQaPpa0MpIfMePrzT4+ji4lB5eyOZzS3ODeXfyKCuirb9Gv/d8OpEGdmgyVPxDwtnwqyLmt1uKXSItsJpe9zg7S+/XykrFKBppq1w2goEAoFAIBB4il7PtL300kspKSnhySefpLCwkFGjRvHHH384y8mys7NRNyn3qaio4KabbqKwsJDg4GDGjh3L2rVrGdKGU0TQt2hVtHU4bSuPiEcw11tZ+728RHTcWYn4BfeOC1NxAAfHxLa4zz8kjAKgptTzom1NWSnm+nrUGk2zbN3eJtRRRtZ1p+3RmWfblLFnzSJt3Sr2r1nBgHNP49X9/8fa/LUAJAYkMj5qPAvTFrIgbQFbi7fy0rSXSA5O7mDUluTV5nHXsrtIq0hjVJksdKWMnIiPXs55jUkZzAUPP03hoYOsX/QNhzZvYP+af9i/diUpJ5xIv6EjMNfX4e0fQOQA+SKISqXinAHnMD1+Oh/t/IhP937Kmrw1XFBwAVelXsXs5NnUWeqoMlVRVie7CI0V5by0dh7VdiNV5iqqTdVUm6spqy+jwlThnG98kQ+JRNDgbWdE2AiGhg1lWNgwhoUOIzEwEbWqe9cN/RXRVqfFb0rnRFtdbCym/olgMeJb2XoxZUR/2S1dnNG5MjJnNEJSUjNn5JEYq+TnxjcgCH1CAg27dmHOzGzXnesubI733q6Ktr4nyKJtw+7d2Kqq0AQGdrBH+4w7Zza/vvUyI06d0a1xOos5N5eChx+hbvNmAAxTpxL9/PPoIuVzyGfECIyrV1O/Ywc+Q4e6PL4i2horyrGYTej0Xo0lZMM7v0JEpVbjNWAADXv3YkpPx6u/nL0s2e1UOmIJgl2MRzBnyeKvPrFxhYYS49HQjmg7YPR4bn7nkxa3O+MRRKbtcYNSMlrvyDiGxngEm4hHEAgEAoFAIPAYvS7aAtxxxx1txiGsWLGi2e+vv/46r7/+eg/MSuAJlCZ5Q5MmecU1ZKyswFxfh95HFqA2/ZZJXbWZwHAfRp3ae87S8nxZtA2Jbum0VYTGnnDaKm7J4OhYNFrXmsM9SYijyKmquAir2YzWxbxMpYQs4Ch12oIslkYlpVCYnsbcD+9gS1IZerWeG0fcyA3DbkCv0XNawmk8tvox0ivTueyXy3hg/ANcNuiyTrtKNxVu4r4V91FpqiTEO4STLEOpIpuEEaNbbBs1MJnZ/36CooxDbFj0LQc3riVt3SrS1q0CIHHE6BbFeQadgXvG3sP5yefz0qaXWJm7kk/2fMIne5qINhJcoYlHZ1Pz47YFVPtZWxxbo9IwMGggw8KGkaDRUbFlPWMHTGbu2U93/gntJD5m+fj1Pl74jBrV6f3qI0Ihz4hu3wEkiwWVrvnrSXHaluZkYbNaOny9tVZC1hp1VUq+bxD6xERZtO2hXFtrN+IRAHSREeiTBmJOP4RxwwYCzjijW/MZPOUkBoydgM7LsxfjJEmi6vvvKZo7D3tdHSpfXyIfeoigSy5u9trzGTVKFm23b4fLL3f5ON5+/uh9fDDX11NdUkxQYDDmDNmt7j3MtVgfr+QkGvbuxZyeDqefDsgXPK1mEyq12ul47yxHxiPIx+jYadsW1kL54o0uuu9cPBR4Fm9/WbRtaOq0FfEIAoFAIBAIBB6nT4i2guMHp9O2iXDgbfDDxz+A+ppqKgoLiOw/kPICIzv/lp2bUy9NcTo6ehqb1UpVkcPd1JrT1iHa1pb1gGjrKO0Jjes70QgAvoFBeBkMmIxGKgryCE/o79L+zniEo6yErCmbCzezLPIgQ9IhKdMH3aQJPH7ikyQENIokk2Mm89253/HEmidYlbeKuRvmsjZ/Lc9Nfo4g76A2x5Ykia/2f8XLm17GJtkYEjqEV074DwsX3w1A4siWoq1CZP+BnHf/o5RkZ7J+0bekrV8NkkTS+LYzSRMCEnjn1HdYmbuS17e8Tl5tHoFegQTqAwnwCkAKrIRyMxdEnEXg4P4EegUSoA9wbpMYmIiP1geAtXlfso71+DsyXN2NPld25zcE+LUQXtujqqEOAN/SCmpWrCDAIYwpBEZE4uVrwFRnpCw3p1lOcWuYDrZeQnYkSsavb0CgU0DrKdHW1s14BADDpMmyaLtuXbdFWwC9t0+3x2gPS3ExhU88Se0//wDgM3YsMfPmNosJUPAZORKA+u07unQslUpFYHgkJdmZVBcX4Z1bAJKENiYabahr57/ekWtrOthYRqZEIwRGRKJxMXNXOcd0/ZqIto5jWPMLsNXWonGU43WEZLViLZHfs3XCaXvc4OOnxCM0Om2VeASbiEcQCAQCgUAg8BhCtBX0KE6nbXBz4SA4Opb6mmoqC/OJSBzAqm/TsNslEkeEkTDMM4JPZ6gqLsJus6HVe7UqPPmFKE7bMo/PRYkfCI1rOzOzN1CpVITExlOQtp+yvBzXRVuH4H00ZtpWNlTy6pZXWZy+GJU/JPrE41uv4U6vS5oJtgqhPqG8c+o7fLnvS17b8horclZw4c8X8p+p/2F81PgW25ttZp5f/zw/pP8AwNkDzubpSU+Tu207kt1OcHSMswCpPcL7JXLuPQ9Rlns5lUX5DBgzocN9psVNY1rctBa3/7DjWQ6Xb+S0oCmMHN56AaSCsUIWCps6692Jes9eAOqQkCSpU65lc0O985zzM5mpXLiwhWirUqmISBxAzt5dFGcc6lC0bXA4bTuKOairrgTkCx36BNmlZs7M7HDO7kCJR9CGdD0/1jBpEhWff07d2u7n2nqa6j//pPCJJ7FVVaHS6Qi/5x5Crr2mzfgKn5EjALBkZ2MtL++SIzkgIoqS7EyqiosIyJVzX32GdT7PVkERVE3pjaKtEh/kajSCrbbWWUKnT2gUqzWBgWgjI7EWFWE6eBDf0W1f/GmKtbgY7HbQ6dC4KEYLjl6cTtsm8Qhanci0FQgEAoFAIPA0vV5EJji+qK2Qvzz6tRBtHWVk+Xkc3lZC7v4KNFo1J17seu6nO3Hm2UbHoFK3fLn4K0VkjlxWT1KWI8cjhMa1FAN7m1BHREJ5nutlZM54hKPIaStJEj+m/8h5i89jcfpiAC4cfBEnz7oSgK2//YgkSa3uq1KpuHLIlXx51pckBiRSXFfMDUtu4K2tb2GxW5zbldSVcP2S6/kh/QfUKjX3j72feSfOw1vrTeaOrQCtRiO0R2hcPAPHTux0JENrKNmdVcVFHW5bW6lkWLu/aMpWa4Qdu0CSsNls1FdXdWo/5Rz19fNHb7NjXLUaS37LEkRnrm1m+7m29ro6LNnyBZXOxiP4BsrxCNBzTltrmZJp23WhzXfCeNBoMGdlYcnLc9fU3I4pPZ28e+7FVlWF15BUEr//jtAbrm83b1gTEIB+oByL0VW3rfO1UVJE/W45z9bVaARojC4wZ2QgWeUIkIrC7pWQaUJC0DiEtyOP40pEgrOELDKy1X8TBccmzkzb1uIRRKatQCAQCAQCgccQn7gFPYqxsnXnXZDDPVSWn8fqhfIXyNEz+hEY7tnlsx1RkS8LPMExLfNsoXFJv7GiHLvdc7lukiRRlieLtmHxfSseASDE8fyUu1hGZrfbqHW4lP3Djo4iskJjITf8WWVoSAABAABJREFUeQOPr3mcClMFSUFJfDbzM56a9BTjzzgPnZc3ZbnZZO3c1u44qaGpfHvOt1yQfAESEh/t+ohr/7iW3JpcdpXs4rJfLmNHyQ789f68e+q7XDvsWqfYqoydMGKMxx/vkQSGK8JUcYfbetJpW7dxI2qLBW+HNl5V0rGIDI3naGi/RHwnTABJovL7RS22U3JtizMPtTue6dAhkCQ0ISFoOziHm8UjOEqhbCWlsgDtYWzlimjbdQFd4+eHzwjZkWpcv94t8/IENUuXgt2O78SJ9P/mm04XvfmMUiIStnfpuIGOYryq4kIaulBCpqCLiUHl44NksWDOlt/3lXiE4OiWMT3tYXHs3zTPVqFRtE1vcV+b4xXIcUEiGuH44u8SOQ+9qqoxCkqjV5y2ItNWIBAIBAKBwFMI0VbQY0iSRG15y0xbaHTa5u3PoLbChH+IN2Nm9L6jtNzhtA1pJc8WwBAUjEqlxm6zOV10nqCmrBRzfT1qjYagqL5X/hLidNq6JtrWVVZit1lRqdT4Bff9pbY7SnYw59c5bCrchLfGm3vG3MOCcxcwOkJ2vHob/Bg2XV5qv+W3Hzscz1fnyzOTn+Hlk17GX+fPzpKdXPzzxVz7x7UU1xczIHAAX5/9NVNipzj3qSwsoLKoALVGQ7+hri+97i4BDjdhdXFhh9saK5U4FPc7bY1r1gDgb5AdYNWdEJGhsdAvJK4fQRdfDEDlokVItubCgxKJUJyZgWRv20nW2RIym9XqXFrsGxSMxt/fubzcnJXZqbl3B6tDQHc1X/VIDJPkPGRjH45IqFm2HICAc85G5UIxolJmV7+ja07bAEdUSVVBPpZc+YKf99ChLo+jUqvxcrh+lYgE56oPF+MRWishU+iK09bqcNpqRQnZccWOmj0AGJusaFDiEUSmrUAgEAgEAoHnEKKtoMeor6nGbpOXehqCmos4itO2pkx2y514cTI6fdtLWXuKinyHaNuGu0mt0TgFKU+WkSlCU3B0bIdN9r2BEo9QUZDvkuNYyRY1hISgbmfpcl/g50M/c/0f11NaX0pycDKLzlvEDcNvQKdu/vcYM/M8UKnI3L6FstzOidhnJp7JwvMWMjJ8JLWWWsx2MyfHn8yXZ33ZIhs30+GyjUlJRe/j654H5wKdddpKdrvTWeoJp61x9Wp5PrGyy7vToq0jHiE0Ng7/M05HExiItaDAOZ5CSGw8Wp0eS0M9lY4ywtZoFG3bj3JR4htUKjXejtInRUizeDgiQbLbsTlEW01w9/4WhkmTADCuW9eumN1bWIqKadi1CwD/k092aV9nGdmuXc5YAldwxiMUycKmPiEBTUCAy+NA81xbu93WWIjpajxCpiLatlyh4ZWsFJ65EI9Q4IhHEE7b4wqtQV71ZDLWOm9TCmJFPIJAIBAIBAKB5xCiraDHUErIfAICWwiPwYp7VKonJsWH/qP6xlL5ciUeoZ0lqf6hjjIyT4q2OfIX79C4vheNABAQEYFGp8NqMVNd0vl8X0/m2dol93yRtEt2Xt/yOo+uftQppn4+83PiA1ovhAuKiiZp3ERAzrbtLLF+scw/cz4PT3iYRyc+ypvT38RP37LRPWtn1/Js3UWAYwl4fXUV5ob6NreTL9LIAr4hKMitczDn5soOQo2GkEGDgc7FNUCjGzwkNh61lxcBs84DoGLhwmbbqTUawvrJomp7ubadLyGTRVufgADUavkChSLamjxcRmarqgLH30IbHNStsXxGjkTl44OtvNwlsa+nqF2xAgDvkSPQhrv2vuKVlITazw+prq5Lj00RbU2mBixqNd7Du+6EVwRVc3o6NaWl2KxWNFqty4WN5vbiERxuXltZGdayzpVpWgpl8VgbLUTb4wm940KTxVjnvM2ZaSviEQQCgUAgEAg8hhBtBT2GItr6BbVcKp2fXgcqAwBDp/h2qyjJXZjqjE6nYFuZtgD+IQ7RttyDoq2SwxnXulDY26jVGqew7UpEQk2pLLQpwrc7kCSJeRvmMf6L8Ty77lkKjR0v428Lo8XI3cvu5uPdHwNw4/AbeXP6mxh0hnb3G3vWbAD2rlzmFOs6g1at5YrUK5gzeA5qVcu3Z5vVSvbunQAkjuz5PFuQIyC8DPLjr26njKy2nYs03cW4Wo5G8Bk1qonTtuNMW6vFQqVDdFLc4cGOiITa5SuwFDUXfp25thlt59qa0mRxr8MSMkeet29gkPM2pYzM005bxWWrDghwKS6gNVR6Pb7jxwF9MyKhdtkyAPynn+Lyviq12pnZ25WIBL23Dz7+srO2Xq/Fe5jr0QjOsZR4hIPpzhKywIgop+DfWZR4BF0roq3a1xddfLzzOJ3B6nTainiE4wlldYC9wYzN4UJX4hGsIh5BIBAIBAKBwGMI0VbQYygijuGI9nKrxcaqBQdRaYIAsFkqenpqraJEIxiCgvHybXsZul+POG1lt1RoXO/n/LZFREJ/AFZ/8xkNTZZQtofynLnqHmuPd7a/w1f7v8JsN7MwbSFnLzqbFze+SFl955xkCrk1uVz525WsyF2BXq1n3tR53D3m7lbF1COJTR1KRP+BWC1mdv71R1cfSgsK0g9grq/D2z+AiP4D3DZuW9jNZuz1Ld20geGO7M523K1K6WBrF2m6i3GNHGVgmDKZAEdcQ2fiESoL8pAkO16+BgyOmACv5GR8xo4Fm42i/8xrtr3yHLfltLWWlmIrKwOVyrmcvS0U8b6ZaOsQ0pQl7J7C5nBRat2ULWyYNBkA47q1bhnPXdjr6jCuk4Vkv1Omd2kMZxnZtu1d2l9x29bpdfh0x2mb5MibzcykwhGzEuRiNIKtttb5t2/NaQuu59paHJm2OuG0Pa7w9QtAQm59VLK5tY4iMpuIRxAIBAKBQCDwGEK0FfQYimjrd0Sm4va/cqguqUfvLYu5SuFKb6OUkAW3UUKm4O8QoT0l2kqSRFmeItr2TactwKSLLsc3MIiSrAwWv/QsFlNDh/so8Qj+bopH+Hr/13yw8wNAdsWOjRyL2W7mi31fMHPRTN7c+iZVpo6dr5sLN3P5r5eTXplOmE8Yn5z5CecMOKfT81CpVIw9ezYA2//8FZvV0qXHcyRZjjzbhGEjXXbcuYpkNnP4zJlkzD4fW62x2X1KREJVO05bxVlv6GaGaot5Wa0Y160HwO/EEwl0zKW6pBhJktrdV8mzDYmNa+bmj3z0EdBoqPn9D6r/WOK83em0zTzc6thKnq2uXzzqdi7sAE7Xvm9AoPM2faIi2ma2u293sZY78mxD3PO3MEyWc23rNm1GMpvdMqY7MK5bh2Q2o4uLc4qRrtLdMjL/gCB5fy8d3qmpXRoDQBcTjcrXFywWytIPAO3H9LSG4rLVhIai8WsZtQKuibZ2s7nxAoDItD2u8PcKwKSTxdn6mmqgMR7Bbpew24RwKxAIBAKBQOAJhGgr6DFaE21ryhvY8lsmAANGy18eKwrye3xurVHhyLMNiW47GgEaXaK1HopHqCkrxVxfj1qjcbmEpicJiormwkefxcvXQN7+vfzyxovOZZRtoQjdAW5w2i7JXMK8DbJT8l+j/sXdY+7mkxmf8MFpHzAsdBj11nr+u+u/zPx+Ju/veB+jxdjqOIsOLuKmpTdRYaogNSSVr8/+mhHhI1yez6BJJ2IIDsFYUc6Btau69dgUsnY4RNuRns+zNefmYcnPx5yVRdn//tvsPsVN2F4kgeK0dXcJWf3Ondhra9EEBuI9dKhT8LeYGpxiQls0zbNtis/QoYTefBMAhc8+i9URJxDWLwGVSk1dVaVThG5KZ/NsAYyKaNvUadtPzqi2VVVhq6zscIyuYnPMXRPqnr+FV3IymtBQpPp66nfudMuY7qDGEY3gd8r0LkfsKPEI5sxM53ngCr4Obd8UHtqhkN8eKrXamTlbnpUJQHCUa+//SuxGWy5bcE20tTpctipvbzRuzqkW9G389f5O0bahRnbaavSNXyFERIJAIBAIBAKBZxCiraDHcDrvmog4a75Lx2qxE50USNJ4WfioLOwbom15fuectn5Kpm0ni1xcpSxXdtkGR8e6PRvU3UQkDmD2g0+g1ek5vHUTS95/s92G+Zoyh9O2m6LthoINPLLqESQkLh10KbeOuBWQHa+TYyfz1dlf8db0t0gJTqHGUsM7299h5vcz+XTPpzRYZUew1W7lxY0v8tTap7DarZyRcAafzvyUKEPXHGUarY7RM2R37pZff+zQBdoR9bU1FB6ShZXEEZ7Ps7U0uXhS/vEnWAoKnL8rkQTtOW2dcShuWpKvoOTZ+k6ehEqjQavXO928HUUkKK+l1gr9wm67Da/kZGzl5RQ9/wIAOi9vQhyZua1FJDjzbJM7Fm3rW4lHUPv6oo2Un0uzB3Ntrc54BPeItiq1GsMJJwB9J9dWstmoXb4CAP/pXYtGANAEBaHvL0e9dMVt610tR8M0BAZ0eQ4KSuRGpeN90tWLds4Ssn5tF1g2FW07eo+yOPNso/pE7ryg5/DT+2HSO5y2tQ6nrbbxK4RNiLYCgUAgEAgEHkGItoIewynaOpbo5uwv59DWYlQqmHbZIOfSz4rC/G4LXO5Acdp2tCTVP1SOR6gtL2tXoOwqTqEptu9GIzQlLnUY5973CCq1mn2rlrP8s49a/XtazWbnkvHuFJHtK9vH3cvvxmK3cHrC6Twy4ZEWgoJKpWJ6v+ksPHchL097mcSARCpMFbyy+RXOWnQWX+77kjv+voMv9n0ByE7dV056BR+tT5fnBTDitDPR6r0ozjxE7t5d3Rore9cOJMlOaFw/txa3tYW1iUgrmUwUv/668/dGp217mbYtL9K4g1pHnq3flCnO25S4hurS9kVbxWnb2mtJrdcTPXcuaDRU//or1UuXAhDRX3Y7FmW0LGpS4hE6KiGDpk7bwGa3N+baZnY4RlexuTkeARojEpQM2d6mfudObOXlqP398R03rltjdSciQV8gX8io03Rf1PRKSsIO1NbXARDkotNWyUpWYjhaPUb/RNBqsdfWOp20bWF1lPhpRZ7tcYe/zh+TzgZAvcNpq1Kr0GhFGZlAIBAIBAKBJxGiraDHaBqPYLPYWfWNLHgMOzmOsDg/ghxt1CajscNlzp5GstupcHxBDenAaWsICkGlUmO3WZ1lQ+7EKdrGt+2W6msMGDOemf+6F4Btv//M+kXftNimxhEnodV7ORvXXSWnJofb/roNo8XIuMhxzJs6D007Wa9qlZoz+5/JD7N+4LkpzxHrF0tJfQn/2fgf1uSvwVvjzasnvcptI29zi5PMxz+AoSedCsCGxQu7NVbWzq0AJIzwfDQCNLrqvB3Lxat/+pn6XbLwrOTIVpW0LfIYHUvL/dzotLVVVtKwazcAhiaibaBSRtaO89dutzlzqo+MR1DwGT6M0BtuAKDwGTkmISLRUUaW0dxpK9lsmNJlIbczoq1ygcIQ2Pz50CcmAh522pY7nLZuikcAMEySRdv6nTux1XaueNCT1C5bDoDf1KmodN1bkeAz0lFGtn27S/tJkoQ2/ZA8n4a6bl989EpOol6vRQK0Or0zP72zKOdUe05blV7vFHU7ikhodNpGuzQPwdFPU6etUkQGjWVkVrOtV+YlEAgEAoFAcKwjRFtBjyDZ7U7nnU9AMH/+bw8VhXV4++mYcI68FFWn93LmU/Z2REJNeSlWswm1RktgRPuuIo1Wi8GR7+eJMrKyHGVJd9tuqb5I6tTpTL/2ZgDWLviS7Ut+bXZ/Tan8XPmHhnVJIC2tL+WWpbdQ1lDGoOBBvHXKW3hpvDq1r1atZXbSbH6e/TOPT3ycCN8IYv1i+WzmZ5yReIbLc2mP8eddiEqtJmvnNgochUKuIkkSmY4SssSRno9GAJxxCP6nnELgrPMAKHrxRSRJIsDhtDUZjTQYWxfsPOG0Na5fD3Y7+oED0UU3CkdKJnJVO87fquIibBYLWp2egPC24zjC7rgdfdJAbKWlFM2d16yMrCmWnBykhgZUXl7oEzq+oNJaERn0sNPWjaVwupgYee42G3UbN7lt3K5Ss1zJsz2l22P5jB4FQMOOnUi2zotRlrw89GXlIElYLRZnJEZX8UpKwuilByAwMgqV2rWPbEo8gq6dTFvofK6txXEhUyectscdTTNtm15U1+iE01YgEAgEAoHAkwjRVtAj1NfWYLfZQKViw4+FHN5egkar5owbhuJtaHRFBTuEmN4uI1PybIMio1Br2nZuKvg5lqvXuLmMTJIkyvIU0fboiEdoypiZ53HChXMA+PuT99m35h/nfd3JszVajPzrr3+RU5NDrF8s7532Hv56f5fH0Wl0XDr4Uv666C9+Pf9XUkO73vbeFoERkQyZKgtJG35Y0KUxyvNzqSktQaPVEpc61J3T+3/2zju+jfr+w8/ptCzJeyRxnMTZgyRkkYRZwh5lBCizQCmF9kdboJQORssohUIppewWKFBK2XuvACEkJIHsANnTjuN4W1s63e+PG7bjpeX9fV6vvOzI0unroXHve9/zaRfDaWsrHkLh1VcjOZ0Evvqaxg8/xO7MMNvRbSkSVFU1m7buNAaFvi80n63nsENbXG44djsajGaoEXKHlmDpqI1tt1N8++1gsdDw5pu4du4ytx1s1ig1hpA5Ro9G6uQ5QlVV/PW603a/AU72kaVA06nsXYFSow8iy0uvX9jVSxQJ4Z07CW/eAlYrnsMPS3l7jjFjsLhcxPx+QnpzNh6Ca9ciq5CBdhCqI+dzPFiHDCGQ6QYgOysnodsqXi+K7jLuaBAZNAttN3Yc2kb1pq11sAhtBxoem4eQXTuA0aJpq4e2wmkrEAgEAoFA0DWI0FbQLXiN03NtbjZ/XYXFInHC5ZMZNrFloGM4+3o6tDV9tsUlcV0/0xhGVpXe0LaxuopwIIBFlhMeQtNbOOQH5zPt+JNBVXnvwXvYtuproMk/mqifNayEueqTq/i25lvynHn889h/UuhKbZCZJEkdahVSZfbpPwBJYstXS9scaNUZO/SW7dAJB2BzONO9vDaJluv+ysGDsQ0ZQv6PLwGg8u6/EQuHTa9tfRtBacjvIxoJA+kbRKaqKl59CFlzNQI06Roaqva1e/vq3e37bPcnY+pU8i/9MQA1d/yFLP0MgOa/O3MIWRxqhJDfR0yJattur2m7Y0eXubyjemhrzU/s9PrOMBQJviWL07rdRPF+oqkRXLNmIe/nDE4GSZZNLUgiioTAOk3d4XF5AKiv7NgR2+k6JIlAofYamWmxJnRb4yCAnJ+P7PF0eN34m7ZNg8gEA4uWTdum0Fa2aa+bQo8gEAgEAoFA0DWI0FbQLRihraJkIElw7KUHUDq1dViXa4S2PaxHMJq28QalRvDoTXPT1vDZ5g4ZimxNzdPYU0iSxFE/+ikTDv0eMUXhjb/dTtmGb02VRFacTVv/8uVEamu4YdENLN2zlAxrBg8d/RAjsnq/NiKveCjjDz4cSM5ta4S23eWzVVXV1CPYirXHQP6llyIXFhDZuZPaZ/7X1G5to01otGwdLjc2e3zKis4Ib9tGdM8eJJsN10EHtfhaVlFT07a94LOmTDsQkzc0vgMxBb/4BfZRo1D2VZEVCAFQub2pdZnIEDJDjWDPyGj187ANGwYWCzGfDyXNB31AU9Moddr9p1OPAOCeMwckifDmLUT2djwEritp1H22mfOOTNs2M6bpXtsEhpEZvmXzgEaKTVsAf4Z2kMYVDCV0u8hO3WfbScsWwGmEtlu2dKiDMEJb0bQdeGTaMwkaTttmegSr0CMIBAKBQCAQdCkitBV0OaqqsvpjzeUpWTwc/aNJjJlZ1OZ1c4ZoQ7/qerppawwsirNpa+oR0uy0NYeQxdEO7M1IFgsnXHE1I6fNJBoO8eqdN1P23TcApse4I3xLlrDjwotY9H/n8N7297BarNw7714OKOgeVUA6mDP/bAA2frmIav1U/XiIRiLsXL8G6D6frVJTgxoOgyRhK9Ieqxa3m6KrrgKg6uGHydQbo201bZt8tuk7Hd+3aBEAGbNmYsnIaPE1Q7ERDgTadew2aUbiG+hncTgovv3PYLGQsWU7sH/TNvHQ1pWd0/p+7HYzGO+KYWRKfT3oQZw1t/X9p4KcnY1z8mQA/F/2jCJBqa/H/9VXAHjmzUvbdhMdRqbGYgTXrwcgZ6Q2vK6tx0aieNEOQjiraxO6nTmELI7Q1jZsGJLDgRoKEdnV9nNTzO8npis+mvukBQMDj81jNm39zUNbcxCZCG0FAoFAIBAIugIR2gq6nOVvbWPnOi0wKR5bzPg57bd0mjdtu+pU4XgwQtvc4qFxXd+Y6m00itOFGdoOiy9o6s3IVhunXHMdxeMmEvL5TMdoZn4BESVCIBrAG/ZSF6yjKlDFXt9eyrxl7GzYSdmyTwEoWLMbV1Dlz4f+mUOKD+nB7yZxCoeXMnrWXFBVliXQti3f8C3RUAhXdg6Fw0u7boHNiBhqhMJCJLvdvDx7/nwc48cTa2jAsv5boO02oa9WD23T2Oz0mj7b1s5Sm91hBqLtOXaNv7dEDoBkTJtG3o9+1NS03aKdPh4LBs0hT45xYzvdTtMQspw2v95ckZBuDJ+tJSurxe8yXZiKhMU9E9p6F34OioJj7Bjsw9P3PJkxbRoA4a1bzaZyR4S3byfm8yE5neSPmwCk3rRVohF8QT8Ajl1lCd3W0CPEMyRPkmUco7WBe8F2FAlGy9bidiNnJu4PF/RtXDYXYb1pG/C2btoqEaFHEAgEAoFAIOgKRGgr6FJWvL+D5W9vR1V9AJRM7DgwyR40GEmyEAkGzKCju4mEQ6YbM96mrdEWNYZrpQsztC3pGQVAbbAWJZa+nTGbw8n8391ETklTGH7BokuZ8d8ZzH5mNgc/ezCHP384816YxzEvHcMJL5/Aya+ezILPnwbAGoM/SN/npFEnpW1N3clcvW377aJPqdsbn+9yx5oVgKZGSHR6fLKYQ8j2a9RJssyg3/1W+48e0rUVknrr9CFkaWraxkIh/MuWa9vcz2drkN3BMDJvbTXhQADJYiFncGItwcIrf0lBgdY2rinfTSQc0oZTxWLIOTlYCztviptDyNpo2kKz0Hb79oTWFg9GaGtNk1t4f9zNhpH1xIE27ycLAPDMOyqt27Xm5pq/l8DatZ1eP6hfxzlpEtm6VqctdUgi1O2tQFVVZCWGtH0HsXA47tsaBxXiadpC515bQ5diHSLUCAMRi2TB6tJUHSGv13ysm07bFPQI1bt38t5D98b9migQCAQCgUAwkBChraDLWPPJLpa8qjkgcwZpb/A9nTTvrDYbWXoIYrRdu5u6PeWgqjjdHjIys+K6TZPTtho1lp7TBFVVbRqeVNK9egRVVXls7WMc+cKRnP3W2WytT3x4Vnus923g+SkbqPWEqXdH8LqibV7ParHilJ24bW5K6pqGhE3f0Pb1+wKDx4yj9MAZqLEYy19/Ka7bbF+t+Wy7S40AEDUCmuLWAaf7kEPwfO97ZOjt0/rK1h7ZdDdtfYsWoQYCWAcNwjF+fJvXyTSGkbURIhuPo5zBxQm7oS1OJyNv+zP2qIIK7Hr9tRZqBEmSOt2Gv6EOAFc7Q7LspaVAUzsynURrtABdTvMQMoOM6dORHA6ilZWEt6bveSIe1HBYa9oCmUelT41gYHptV67q9LqBdZoawTn5ANNp21C1j1gKB73qdLe7O6ogKQrhbdvjvq3R2rbF2T42GuPhzZvb/HrUHEIm1AgDFZvHDWgqkHBAa4CbeoQUQtuV77/N+s8+Yv2nH6a+SIFAIBAIBIJ+hghtBV3CN4vK+fx5rbEz66RSbLYAAO7czoODHEOR0ENe26YhZEPjCmQA3Lm5IEko0SiBZr63VGisriIc8GOR5bgHoqWDkBLiukXX8Y8V/yCmxthYu5Fz3zqXN7a8kfK2X9jwAj95/yfskarZcGoWP/zrfXxy3md8cd4XLD1/KV/98CtWXbiKNRetYeWFK1n+w+V8ef6XjGt0m9vwLlyIGomkvJaeYs4Z5wCw/rOPOnUg++vrzOFXI6ZM6+qlmRh6BFs7f3dFv/0NGYoW1EaCAYLexhZf9+lNW0+amrYN77wLQNYJx7f7mMzWQ9u2PKLJqBGa4545g3z9uWvL44/iX/E1EJ/PFpo7bdv+edhLu7Jpqylb5LyuadpaHA5cM2cC3a9I8H/9NTGvFzk/H+fUqWnfvqFIiMdrazRtM6ZMwZOXj0W2ElOiePWmczLU6q9FWQ7N4Rza3HYLdn+UxkazYW0fURrXbTpv2uqhrWjaDljcGZlELboioVF7zm/SIyQf2hoH+QLetn3kAoFAIBAIBAMZEdoK0s6GpRV88sx3AEw7ZhizTxlpni4dT4hjBJS1FT0T2taWa1Pm4/XZguZrdeunPqdrGFmNrkbIHTI04XZgsuzz7+OS9y7h7a1vI0sy18y8hjmD5xCIBrhh0Q3csOgG/BF/wtuNKBFuXXIrf/ryT0TVKCeUnsB/Tn6acfnjyXPmkWXPwmVz4ZAdyBa5RTAXra3VhikBck4OscZG/F9/nbbvubspmXAAJZMmo0SjfPXmKx1ed8faVQAUjhiZ1qFenWH4K9sbOOQYPZqCs8/GEdFaz3X7PVbT2bSNBQI0fvIJAFknntju9bJMPUJrRYkZ2qbQWC854kgAaiMh6l96GYjPZwvN9QidNG137kxbU98gauoR0ucX3p/mioTupHGB9nfhmXdkl6hDzNB2zZoOfy9qJELwW83x7Jw8GYtFJksfjpeKIsF4DczWnemhdlqw+xPeob12yAUFyB53J9fWMEPbbdu1IYT7EanQ2/eDRWg7UPHYPIR0r21QPzhtNfQI4eQb5cZBrbDfl9oCBQKBQCAQCPohIrQVpJUtKyr5+KlvQYXJ3xvKIWeOAVVtCnHyOg8OjGFkdT3UtDW0DPH6bA0MRUK6Qtsqw2ebZDswUdZXr+fct89lbdVasuxZ/PPYf3LJ5Ev457H/5OfTfo5FsvDGljc49+1z2VCzIe7tVgWq+MkHP+HFjS8iIXH1jKu564i7yLBmxHV7o31oHTIEz9Gat7JxwYKEv7/exNz55wKw5uP3zVZqW+xY0/1qBGjyV9ra0CMYFPzi57j0tm3FO++0+FqT0zb1oNC78HNUvx9bcTHOAw9s93rZph6hdUhWrYe2eSk8lgaN1bQMDS6HeZkzzqatr5NBZLbiYrBaUUMhontT86Duj2LqEboutHXpw8j8S5eiRrtHX6KqKl79eSBzXvrVCKAFmZLLRczrJbxlS7vXC23ZghoKYfF4TIdslq5IaKv5HS/GwZDcEk1x0J66YH/CO7YDJDSYzTp4MBaPB6JRQm00vqN7hB5hoJNpzyRkM4aRaU1bOQ16BCO0DQUSPyAsEAgEAoFA0N8Roa2gXYK+CGs+2cXKD3bG9W/pm1v54PH1qDGVCYcM4YhzNN+jv6FeaylJEu52Tg9uTk4PN21r9NA2kaYtgCdPD21r0hPamkPIhqVvInp7vL/9fX707o+o9FcyKnsUz578LHOGzAFAtsj87MCf8dhxj1GUUcS2+m1c8M4FvLjxxU4HD62vXs+5b53LisoVZNoyeeDoB7h0yqVxayeg2RT00hFkHqWFtt4Fn/TI0KN0MXzKgQwZM55oOMTX77ze5nVUVWW7HtqOmDq9O5fX7iCy5ljz8sgtHQlAxXvvEPM37XA3NW1Tbwc3vKupETJPPKHDv5usOJy2qRwAKSodBYDX7cKIJ+xj4mvaBnSnrbudQWSS1Yq9RDtIlG5FQlTXI1jjOGCWLM6JE5Gzs4n5fHEN7UoHoY2biJSVITkcuPXQON1IVisZkycD4O9AkWB8z87Jk83Gr+G1ra9MfrhSrX7wJH/8BABCm+ILbSMJDiEDkCSpQ0VCU/teNG0HKh67h6Bda9Q2NW3TENrqz49hvwhtBQKBQCAQCPZHhLaCdvn0mQ18/vwmFr+yOa5/X729nZiiMnZWEfN+OAHJogUsXiPAyc7BIssd3SWg6QAA6ir2pP1U4c5QVdX0COYNSSy0NYeRpalpa4a2JV0X2sbUGA+teohrP7uWoBLksKGH8d+T/svwrNb3edDgg3jx1Bc5bOhhhJQQty65ld8u/C3ecNseure3vs3F717MXv9eSrNKeebkZzii5IiE12iEWPbSUtwHH4xktxPZvTvu1llvRJIk02276v23zdZSc6p27cBXW4PV7mDo+EndtrZYOIyyT/sbtnYQ2gIUHDQbAG84RPW/nwAgEgqaQ2o6GzzY6Vp8PryffgpA1okndXjdrAIttA35fQR9TX+TgcYGAg2aniDR9nxzcgYNwZ6RgaLGUI84jLyLL4771HNfXR0AGe3oEaCZImFHeoeRmU3bLtQjSBaL2bbtLkWC9xOtZes++GAsLleX3U+G3u4OrF7d7nWCa9dp1518gHlZdqER2ibXtI2EQzRWa6qPwmmaMzi8cyexUKjT25oHuhIIbaF9r62qqk3DCUXTdsDisXlaNW1Np22SeoRIOEQ4oM08CAk9gkAgEAgEAkErRGgraJOKrfVsWVGJJMG4OYMYP3dwXP/mnj6Koy+ZhMXS1Ijz1emhbZynSmcXDsIiy0TDITPw7S789XXajoMkmQPR4sWjewfToUdQVbWpHdhFoa0/4ufaz67l4dUPA3DxpIt54KgHyLRntnubPGceDx79INfMvAarZOW97e9x9ltns756vXkdJabwt6/+xu8//z0hJcQRJUfwv5P/x8jskUmtM7xtGwCO0lIsLpfZqjN8ln2VUTMOonDESCLBACvfbT3kbcfqFQCUTJqM1W7vtnUZU+IlpxM5J6fD62brBzYCdivVjz9OZG8lvlotJLTaHdgzUgvTGj/9FDUYxDZ8OM4DOg6ubU4nGVlaKNq8bWuoEbIKi7A5nUmvRbJYKByh/Q1bfngeg677fVy3i4bDZojd0ZkGRsBmBG7pwhhIZe1CPQKAe+5cAHyLF3fp/RiYPtujukaNYJAxfRrQ8TCy4DottHVOnmJe1tS0TS60rdcdsg6Xm8xRo7BkZUEsZj4fdoQR/NtHJPba0RTatjwgFmtsNJv0omk7cMmyZ5lOW2MQmWw4bZNs2vr1A1oAIdG0FQgEAoFAIGiFtacXIOh9qKrKFy9pTZsJhwzhqAsnprQ9Y3q2J87Tcy2yTHbRIGr3lFO7p8xssHYH5rTugqKEg7JMffBMOvQIjdVVhAN+LLJsDmZLJxW+Cq5ccCXf1nyL1WLlj3P/yPyx8+O6rUWycMnkS5heNJ3fLvwtuxp38cN3fsi1s67l+6O+z+8W/o4vyr8A4LIpl/HzaT9HtnTesG6P5k1bAM9RR+H97DO8CxZQ8NPLk95uTyNJEnPmn8Nb9/6FFe++wcyT5+No1hg01AilU7vZZ1uu+2yHDOlUY2G0CYNZmajbKtj3j38Qu+h8QFMjJKLBaAtDjZB1QsdqBIOsgiICDfU07Ks0dQY1u1P32RoUlY6m7LtvqNy+hUlHHBXXbfx6y9ciyzjc7Tdz7aVGaLs95XU2xxhEJnehHgHAfdihAARWrCSytxLboKIuu69IZSXBNWsA8Bx5ZJfdDzQ1bcObt6A0NCBnZbX4eiwUIrhxo3bdKZPNy7OLtHAzWadtra4oyR1SjMViwTFmDIEVKwht2oxzwoQObxtOQo8A7TdtI7rPVs7OxpIRn4tc0P/w2D2EDD2CNz16BEONAJgHtwQCgUAgEAgETYimraAVW1fuo2JrA1a7hTmnjEp5e8lMkjdarrXdPIysxhxClpgaASBTb9p6q6tTX4euRsgZXIxstaW8veas3reac986l29rviXPmcfjxz0ed2DbnGlF03jxlBc5athRRGNR/rLsLxz30nF8Uf4FTtnJX4/4K1fOuDKlwFaNxZpaY0Zoq4c0gTVriO7bl/S2ewNj5xxMXnEJIZ+P1R82DfOKhEPs/lZr75Ue2N0+26bQtjOMNmHAKqMC9a++Sp3u90x1CJni9eJb+DkAWSedGNdt2hpGZjRt0zHQzwiCK7dtjfs2fnMIWXaHwXNX6BHUWAyltuv1CAD2khIyZs6EWIz6117r0vvyfvYZAM6pU7EVdV04DGDNz8c2TPvbCaxp7esNffcdRKPIublYi5sOsBmOZW9NNdFIJOH7NZzuxmuhY8wY7f460cIojY1mu9o2PMHQdpwW2kZ27WrhqI7qrd/OdCmC/k0LPUKDHtoag8jCSYa2+vMjaHqEvuyqFwgEAoFAIOgKRGgraIESjbH4VW1K9rRjh+POcXRyi87x1mohZiJ+y9zBPTOMrDbJIWTQ5LRtrKlKecejSg9tC9KsRnhzy5tc8t4lVAerGZs7lv+d/D9mDEq+yZntyObeeffy+9m/x2ax4Y/6KXYX8/RJT3PCyBNSXm+0ogI1FAKbDdtQ7XdiG1SEc8oUUFUzvOmrWCwyc+afDcBXb71KJBQEoOzb9SiRCJ68/LQ0RBPBGEJmLe48oMksKABJIhqN4DjheFBV9r6lqR48OakNIfN+/DFqOIx95Egc48fHdZssPURuqGrSI9SUpbFpO3I0AJU7tsb9GDeaZK5OhjCaeoTdu1Gj0eQX2Qylvh50L7g1Nyct2+yInDPOAKDulZe7NHzx6mqEzHlHdtl9NCdj2jSgbUVCwFAjTJncIpR3ZedgdThAVWmsaj0crzOaN22hWWi7pePQ1tBryAUFcTuXDax5ecj5+aCqhLY0HZgwmra2wUKNMBBRw2HqXn6Zkfe/RdiqNW2bnLbaQVklkpzT1tdMj6DGYkTjcDYLBAKBQCAQDCREaCtowbqFZTTsC5CRZWf6sekJDH11WtMrkeZdjr6jWtfNoW1N+W4A8oYkPrDIcNoqkQgBfbJyspg+22Hp+R1ElAi3fXkb1y+6nkgswrxh8/jvif9lqCfxcHp/JEnigokX8OzJz3LVjKt49vvPMiGv49N348VUIwwbhmRtsrlk6h7Lvu61BZhw6PfILhpEoKGetR+/D8B23WdbeuCMlBUDiRJNoGkrW21k5mkHK2xnzgeLhQa9KZpIs74tGt7R1Qgnnhj3z8BoN9ZXtnbapqNpm18yDItsJeTztWjztocSjbJ3qxayuToYQgZgHTwYyeGASIRIeXqe94zGpSUrC6kbvMhZJxyPxeUismMnga+/7pL7iAUCpjfXc1R8iopU6WgYWdMQsiktLpckKaVhZMZrn3EA0zFWC23DmzoJbXcmN4TMoC1FQsRs2orQdkAiy1Te9Vc8Hy0nr1E7CBQ0nbap6RGMIZEGIaFIEAgEAoFAIGiBCG0FJiF/hOVva0NO5pwyErszPcrjRJ22ALn6gKPu1iMYTttkmray1YYrOwdIfRhZ9W5txzsdQ8gqfBX86L0f8fyG5wH46dSfcu+8e3HZ0jtxfXzeeH4y5SfkOdN3GnZoP5+tgRHW+BYvJqZPnu6rWGSZ2af/AIDlb7xMNBJhh+6zHTG1e9UI0NxpG59L2QhK/RbNPRvSm1fuFJq2Sn09Xj2Yi1eNAJrTFpoGkYWDARqrNIVGXknqoa1stVEwTAvD2lMk+Bvq+WbhAt68904evuwCFr/wDACevI7d3JLFgn249nhPlyLBHEKWm1rrOV4sbjeZ+u+r7qWXu+Q+fEuWoIZC2IqLcYwb1yX3sT9m03b1atRYy3AqsE5TJjgnT97/ZikNIzP1CPs1bcO7dhHroI1o6mSGJ/fa0VZoGzWbtkKPkA4UReEPf/gDI0eOJCMjg9GjR/OnP/2p16oBJFnGpQ8ALa00mrb76RGSDG199bUt/h/y+5JdpkAgEAgEAkG/RIS2ApOv39tByBcld4ibiYekb+fMZ+oR8uO+jdEuqt+7h1gsudPuEkWJRqmv1HZOjdA4UQxFgjeFYWSqqjY1bVMMbb/c8yVnv3k2a6rWkGnP5MGjH+QX03+BReobD/39h5AZOMaNw1o8BDUYxLfky+5fWJqZdMTRePIL8NbWsPTVF6jatQMkieGTD+z2tUQq9IAmDj0CtAym8i+/jJBNO9jjjCW3Ew/Q+NHHEIngGDvWDKviWst+TtuaMq0578rOIcOTmfR6mlM0Uvfabtc0Mqqqsm/HNpa++gL/+8O1PHz5D3n3wXvYuORzQn4fGZlZTDriKOaecXan2zaHkW3bnpa1Rqv1IWT58T/3pkrOGWcC0PD++yheb9q337hgAaAduOmuFrpz/Dgkp5NYQwPhbdvMy2M+H2FdI9B8CJlBltG0TXAYWTgYMF3wuYO11yK5oAA5OxtiMcJb23cqR3YkN4TMwGj0tmza6s8JommbFu68804efvhhHnjgAb799lvuvPNO7rrrLu6///6eXlq7uA89BIDxZZqf2WjaNukRknXatmzahv2iaSsQCAQCgUDQnPRUKQV9nobqAGsWaAHHIWeMxiKnJ9SLxRTTWZbI6dKZBQXIVitKNEpj1T5zEndXUl+5l5iiYHU4zKFiieLJK2Dv1s00pjCMzFtTTTjgxyLLps8wUWJqjMfXPs4Dqx4gpsaYmDeRe468h5LMxLUPPYkRXhlhloEkSWTOO4raZ57B+8knpi6hr2K12TjolDP55Ml/8uUrzwEwaOQYXFkdn1KfblRVTWgQGTQFUw37KnHOn0AkOwtiUaKLv4Qzz01qHQ3v6mqEBFq22lq00Dbo8xLy+02fbTrUCAZFI0fDJx+ydeVXBBob2LriKxqrWw7EKxwxklEzZjNqxkEMHjMWS5zD+NI9jEzRgz85r3uatgAZ06dhHzWK8NatNLz7Lrk/+EHatq3GYng/+RSgWx/zks2Gc/IBBL76msCq1ThGa27j4DffgKpiHTwYa2Fhq9sl27Q1zjDJyMzC6fFoa5Ak7GPHEPjqa0KbN+OcOLHN2zYNbkyfHiGqh7ZW4bRNC4sXL+a0007j5JNPBqC0tJRnn32WZcuW9fDK2sdziBbaji2PsSsXIqEg0Uik2SCy5A6uNx9EBqJpKxAIBAONupdeovHTTxl6991YnM6eXo5A0CvpG3U7QZez9PWtKNEYQ8fnMmJy+lpZgYYGVDWGJFk6dTo2x2KRyR6khUbdpUio3aOF1rlDhiJZkntomMPI9gtxEqF6l7bTnTO4GNlqS/j2DeEGrlpwFfetvI+YGmP+mPn858T/9LnAFtpv2gJ4DK/tp5+0OmW5LzLl6OM0vYZ+imzpgckPiEuWWH09qt50ijegMYMpvU0YcmjuVOWzz4lUJj6AKVpbi2/JEkDz2SaCPcOFMzML0IaRVesD/dI5zK2oVB9Gtm0Lqz98l8bqfVjtDkbNOIhjfvJzLnvwCS66634OO/dCisdNiDuwhWbDyNIU2kYNPUKSB6GSQZIkcs7UBpLVp1mREFyzBqW6GovHg2vWrLRuuzNcbQwjC6xbD4Bz8gFt3sZ4bMTjP25O3X5qBAPHaKMF277XNl16hOjevSj19dqBHLNpK/QI6eCQQw7h448/ZuPGjQCsXr2aRYsWcWIHz3ehUIiGhoYW/7oT29ChWEcMxxGNoaK9RgUbG1J22pqhrd6aDwunrUAgEAwoqh97HO9HHxNYsaKnlyIQ9FpEaCugckcDG5dpO5WHnjkmraecemu0xqkrJyeh8AKapmbXdtMwshrdZ5uXpBoBmukRUnDaVulBU0ESaoQNNRs4581z+HT3p9gtdm4++GZuPfRWnNa+d+QyFg4TKdN+J22Ftu6DDsLidqPsqyKoT3Dvy9jsDmaefLr5/9Ke8NnqLVs5Px+LwxHXbbLN4V8VKNEIQX2n2x4IUvPUUwmvofGDD0FRcEya2ObvvTOyCrTGY8O+vVTreoT8NPhsDQaNGsOQcRPIKhzEgceexPzf38QVj/+P+b+7iQOPPdG8/2QwQ1v9YEWqKNXd37QFyD71VJBlAqtXE9rc8eCsRGjUW7aeIw7vlsFqzWnutTUIrtV8tvsPITMwzhBJtmlraIIMDFVIez9TpaEBpVZzhNqGJ9e0lT0erLoaJbR5M0pdHaru0LUOGpTUNgUt+f3vf8+5557LhAkTsNlsTJ8+nauvvpoLLrig3dvccccdZGdnm/+GDUvfc1q8eA45FAmQ0ALagLcRa5pCW+O9U0joEQQCgWBAoehn5HaFUksg6C+I0HaAo6oqi1/WdgDHzxlM4fD0eB8NvPrpuZ4kJsnn6Dusdd3VtC3Xm7bFyTdSDa1CY03yegTTZzsssdD29c2vc8E7F7Dbu5uhnqH856T/cOa4M5NeR08T2bULYjEsbnebpx5LdjvuIw4HmjyXfZ1px51E9qDB5A4pZsi48d1+/4mqEaApmGrYtw+fHhhJFgt2JUbds8+h7Ocs7AxTjZBgy9ZcTzNdg6FHSGfT1mqzcf6f7uayBx7nmJ9cwajpB2Gzxxdwd4YRUkfKy1HD4ZS3F601mrbpGw4YD9bCQjxHHglA3cuvpG27XsNnO6/7dSgZB2p+6dCmTeaORUA/WNTWEDJoatoGGuoJB+MfmGg0bVuFtmM7Dm3Dus9WLixA9rjjvr/9aa5IiBoHcgoKsHRzUN5feeGFF3jmmWf43//+x4oVK3jqqae4++67eaqDg1zXXXcd9fX15r9du3Z144o1PLrX1hHRVAjBxoYmp21YSXiQWkxRCHg1N64xR0DoEQQCgWDgoKoqiu5Ij3nF879A0B4itB3gbF9bTdnGOmSrhTmnjUr79o1hKon4bA2Mxmu3N22LU2naauFiSnqE3drprfEOIQsrYW5dcis3fnEjISXEoUMP5fnvP88B+W2fshsvsUCAqocfJqC3ybqb5mqE9trfmUcdBYB3wSfdtawuxZ7h4uK7H+Sivz6YlBojVSLliYe2nrx8JIuFmBJl7zYtTHLn5OEcN46Y30/ts8/Gva1oVRV+3euYbGhreG1rysuoq9C+n3Q6bbsSuaAAi8ulDZvavTvl7Sk1Wogud6MewcBUJLz+OmokkvL2wrt2aZ5VWcZz+OEpby9RrIWF2IYOBVXVNA319UR2aiFpRjt6BIfLjdOtOWkbEmjbGk3bVnoEvWkb2bWLWKB1CNykRkiuZWvgNELbjZua1AjCZ5s2fvOb35ht2ylTpnDhhRfyq1/9ijvuuKPd2zgcDrKyslr8625cc+agWMCl+2sD3kZTj6CqEFMSC239DfWgqkiShRz94J/QIwgEAsHAIebzg6Lon4vQViBoDxHaDmBiSowlr2ghy4FHDyMzL/2n0JtN25wUmrbdFNrW7tFC29wU9AgeU49QnXDrBLQjjmbTNo7Qdnfjbi5+92Je3PgiEhJXHHgFDx39ENmO1AdY7b3jL+z7x33s/cudKW8rGTry2Rp4Dj8cZJnQxo1pCbl6Aza7A6ut+wNbgIgeFtmK4w9tLbJsKgHKN34HgCc3l/zLLgOg5qn/tBkwtUXD++9DLIZz6lTsJck13o3QdsfaVahqDIfLndRBo55AkiRspelTJCh649/azXoE0B6bckEBSk0N3s8+S3l73k+0AzOumTORc3JS3l4yGG3bwOrVZsvWNnx4h+vJ2s/5HA+17TRt5fx87b5UldDWra1uF96ph7YjUgtt7YaGYdOmZu17EdqmC7/fj2U/b74sy8R6uZtdzsykbJgLW1RbZ7Cx0RxEBokrEgw1QkZWFg594J7QIwgEAsHAIdbQdDaeCG0FgvYRoe0A5psv9lBb4cfpsTHjhNR28tojlaat4bStr9yLEo2mdV37E/R5zR2IlEJb/fuMRsIE9dP+EsFbU0044Mciy+b33xbRWJSn1j/FGW+cwbrqdWQ7snnomIf4v2n/h0VK/WHd+Mkn1L3wApC+oUiJEk9oK+fk4JqhDezqL23bnsQ4Fdqa4MChLF1JYIS27tw8sk48AVtJCUptbdynyKeqRmi+FkN3kje0JK2e7q7GrmtRImk4CBE1m7bdH1pLNhs5p58GQF2KA8lUVaXh3feApgGEPYHhtfWvWkVwrRbatteyNTAH9cXZtA36vAT0nZj9XwMkSTLbtuE2FAmRFIeQGbTQI+hNW+tgMYQsXZxyyin8+c9/5u2332b79u28+uqr3HPPPcyfP7+nl9YpuybkYtNbUYHGBmSrBfSn16jewI0X4z2XKzsHR4YLEHoEgUAgGEgozYZqitBWIGgfEdoOUMLBKMve1Jo6B508EkeGtUvux1urNb08SYQGntw8rHYHMUVJePp2ohgtW3duHg6XK+ntWO12MrK0lmtjEsPIKrdvAbSWcXunx2+o2cAP3/khd391N4FogJmDZvL895/nsKGHJb3u5kRrathz4x/M/ytVVcSCwbRsOxFC27YBHYe2AB5dkdD4Sf/w2vYkTXqE9g8YtIURTO3dugkAd04uktVK/qU/BqD63493eop8ZO9eAl9rk2OzTjg+oftvsRa9aWuQTp9td2AfpjWMw7tSC23VWMwcStUToS1A9hmaIsG7cCGRvZVJb6f+1dcIrFyJZLORddxx6VpewmRMnwZAcNVqAus0bYyznSFkBsZBhHhDW8Ph7s7JxZ7R+rXI3oHX1nDa2ktTOwjrGD0aJAmlro6AHk4LPUL6uP/++znrrLO44oormDhxItdeey0//elP+dOf/tTTS+uUvZOHYNebtoHGBiRJwmrVdiWURJu2+sEJV3YOdv19V1g0bQUCgWDAoNQ3D23FIDKBoD0SDm1LS0u59dZb2am73AR9k5Uf7CTQGCG7KIMDjkgsoEmEpkFkiTsVJYuFHL3d09Ve21rDZ5tCy9bAmIKcTGi7eflSAIZNah0EBKNB7v36Xs556xzWV68n05bJTQffxL+P/zdDPamvG7RG254//hGluhrH2LFI+o6UEeZ1J+Htemusk9A2c96RAPiXf2XK7AXJYZ4KnYAeAZqUBIoezLp1HUr2/PnI+flEy/fQ8M47HW6j8b33QFXJmDEjIadue2sx6Cs+WwNbibbeSIqDhpT6etBPt7bmdr8eAcAxahQZ06dDLEb9668ntY3I3r3s1V2fBVf+Eltx171edYZz/HgkhwOlvh7f54sAyJjS9hAyA+OARl1FOZFgsNN/Vbu191Y5g9v+Ph2muqCt0DY9egSL02m2df1ffw0IPUI6yczM5N5772XHjh0EAgG2bNnCbbfdhr0PDHrzjxkKaI1an65yknVFQsJ6hDrtoJIrKxuHSxucFxJOW4FAIBgwKEKPIBDERcL1yquvvponn3ySW2+9lXnz5nHppZcyf/58HI70TM8WdD3e2hCrPtR2DA+ZPwZZ7rrCtU9/U+7OSS40yB1cTNXO7Vr7aHo6V9YSYwhZbgpDyAwy8wuo3LYFb00VSkzh9S2vs7NhJ4cUH8KMQTOwWtp+2CnRKJuXLwFg3NyWrdmle5Zy65Jb2dmo/d6OHXEs182+jkJXYcrrbU79K6/i/ehjsNko/utdlP/mt5rXsKwMx6iRab2vjlAaG1GqtNDbPrK0w+vaS0uxjx5NeMsWfJ9/TtZJJ3XDCvsfaiRCtFJrQyYammYXtQx0DE2Ixekk7+KL2XfPPVQ9+ihZp5yCZGn7+cY4/T3rhBMSXXoLHC43DrebkP7mL96Bfr0Fm9G03Z1iaFujHTCzZGUh9ZAjGSDnrDMJrFxJ/csvk3/ZTxJSVaiqSsUfbyLW2IhzyhTyL7mkC1faOZLdjvOAAwisWIEaCoEk4Zg4qcPbGKHt1hXLue/is+K+r/b0OI4xurpgv6at0tBgNqttw1L/m3eMG6uFwPqBGKFHEAC4XVnsy9bCWW+Z9r7JapMJEU24aevT9QjunBzzDKew0CMIBALBgCHWTI+giNBWIGiXhNO6q6++mlWrVrFs2TImTpzIL3/5S4YMGcIvfvELVqxY0RVrFKSZpW9uJRqJMWR0NiOnFXTZ/cQUBX9dHaBNmE8GY3p21zdttVORU/HZGnjytJ/pnoodXPbhZdy0+CYeX/c4l35wKd97/ntc//n1fLTjI/yRlo2S3d+sI+htJCMrm5KJmiexPlTPH7/4Iz/54CfsbNxJUUYR/5j3D+458p60B7bh3bvZ++c/A1B45S9xTphgttoi5d0zDM5ci96ylQsLkPUBJR2RqXsuG4XXNmmilZXaJG+7PeHT6fdvt7qbNTtzzzsXi8dDePMWc5jU/kTKywmsWgWSRObxyasRmtYzyPy87+kRjKbt7qSGGRoYoa21h9QIBpnHn4DkchHesYNAgu8RGt54A+9nnyHZbBTf/mcka9dofBLB8NoC2EePQva4O7x+8diJ5oDKeJFtNkbPmtvm1xy6HiGyezexZqeSG2oE7Tmz4zXFg+G1NRBNWwFApj2TXUW6HqFGO7BqtelN2wSdtoa7OSMrx1SBiEFkAoFAMHBoqUcQoa1A0B5J7wHNmDGDGTNm8Le//Y2HHnqI3/3udzz88MNMmTKFK6+8kksuuaRPDX8ZKFTt9vLdEu0U6EPOGtOlvyN/fR2qGkOyWMjIykpqG0bbqHZPF4e2utM2rzi5ifXNMfQI76x+heVTKsiwZvC9ku+xdM9SakO1vLn1Td7c+iZ2i525xXM5athRfG/Y99i4VDvdduxBByNZLLy3/T3uWHoHNUEtfDln/DlcNeMqMu2ZKa9xf1RFofx3vyfm95Mxcyb5P9ZcpLahWogd0Rs13YUxhMwxojSu63vmHUX1o4/hXbgQNRLp0WZhX8VQI1gHD263DdseRpvQwNAjgDZxPPe886h+9FGq/vUvPEcd1ep5x2jZumbNwjaoZQCcDNmFRezbvhWrzU5WYXoPbnQ1tiFDwGJBDYWI7tuHrSi5n0e0Wnve6CmfrYHscZN14gnUv/wKdS+9jGvmzLhuF6mspOLPtwNQ8ItftAoRe4qMAw9s+rwTny2A0+PhsgceN9Uh8WCR5Xad5ta8POS8PJSaGkJbtpp6hnSpEQxa/LwtFqx97HEk6BoybZksKlaZXQ/BQIBYIIA1ST2C2bTNzjH1CGGhRxAIBIIBQws9gleEtgJBeyQd2kYiEV599VWeeOIJPvzwQ+bOncull17K7t27uf766/noo4/43//+l861ClIkpsRY/PImUGHMzCIGj8zu0vszfLbunFwsFjmpbeTqXr+6LmzaqrEYtRVaYJWqHsEb9vJu1QIyAZs/xtSCqdxx+B0MzxqOElNYtW8VC3YuYMHOBez27mbh7oUs3L0Qy2KJ8xaNwAZYJgzmlwt+yWe7PwNgZPZIbj74ZmYMmpHid9o+1f/+N4Gvv8biclF851+QZO331dOhbWdqBIOMA6ci5+ai1Nbi/3oF7rlzum5x/RTTZ5uET9aTk4dstaJEo0DLpi1A3sUXUfPUUwRXr8G/bDnuObNbfL3h3XcByDrpxGSW3gqjaZs7tCTp556eQrLZsA0ZQqSsjMju3UmHtkqtEdr2jM+2OTlnnkn9y6/Q8N57DLrhhk6boKqqUnHTzcQaGnAecIA50K430Lxp65zcsc/WwGKRsTjS93foGDMG/7JlhDZvbhbabgfAPjz9oa21qKhXtJwFPY/H7qE8X2vURmQL/q++QrY6gWSctnUAuJrpEUTTViAQCAYOsYamWSSiaSsQtE/CeoQVK1a0UCIccMABrFu3jkWLFnHJJZfwhz/8gY8++ohXX321K9YrSAJ/Q5iv3t3O0zcuYde3tVhkibmnj+7y+/XVGaFt8k0vQ1fQsG8f0QSaSonQWF1FNBzCIlvJLhzU+Q3aYWXlSs568yy+aFgOwFC1gCdPfJLhWZpfULbIzBw0k98c9BveOeMdXjn1FX45/ZcckH8ARTV2bEGVoE3hV1tu4bPdn2G1WPm/A/+Pl055qUsD2+C337LvvvsBGHTDDdhLmtrGtqE9pUfYDnQ+hMxAkmU8Rx4JgPeTBV2zqH6OMWwumdBWsliaFAmShDu7ZVBoLSgg+8wzAKh+9NEWXwvv3Elw3TqwWMg87rgkVt4aY/hYUemotGyvu7ENS30YmdG0tSappkknGdOnYx85EjUQoPG9dzu9fsNbb2kqDZuNIXfc3qsCQ9ugIuwjNb+3a1Z8reF0Yw4j27zJvCyiD4dNV9PWPmIE6Gcs2AYLNYJAw2P3ELJr2pawbMG76Ausdu2ARKJ6BH9DHQCurBzsetM2Gg6ZB/8EAoFA0L9RGoQeQSCIh4RD24MOOohNmzbx8MMPU1ZWxt13382ECRNaXGfkyJGce+65aVukIHFUVaViWz0fPrGep67/gqWvb8VbGyIj08a8H04guzCjy9fg1Z2KnhROz3Vl52BzZqCqMer3VqRraSaqqrL8zVcATcVgkRNvQ0ViEe5feT8/eu9HlHnLTKet7ItildoOGyRJYmzuWC6fejnPff85rnSfB0BoZCZ2m4MZRTN48fsvcsW0K7DLXTdROhYKUf7b30IkgueYo8k+Y36Lr/dY03bbNiD+0BbAY3htP16Qkgt0oBLRFSS24uQGDhntVldWdpuPo/xLLwVZxrdoEYH1683LDTWCe+4crPnpCRgnHjGP4352JYede1Fattfd2I1hZLt2J70Nw2nbG5q2kiSRo4f2dS+93OF1o/v2UXGb7tb++RU4x43r8vUlSslDDzLs8cdw7vfep7swvLbNh5EZHvB0hbaSzYZDD6etwmcr0Mm0ZRKy6eGsJFG3ZLHptE1kEJmqqvjrtdNiXdk52J1N70lDYhiZQCAQDAha6BFEaCsQtEvC9ZWtW7cyopOdArfbzRNPPJH0ogTJE40obP6qkrWf7qZyR9MpB4NGZjHlyBLGzChCtiWc1SeFoUcwJskngyRJ5A4upnL7FmoryskvSe9QoSUvPcuq998CSeLgs85P+PY7GnZw3efXsbZqLQCnjj6V30z7NY+/exHRUIigz0uGp2MHrRqLUbZiFQCXnPFbbpk2s9t80Pv+fi+hTZuR8/MZcuutre7XCG2jlZXEwmEs9q4LkA1UVU24aQvgOeQQJLudyO7dhDdv7jUOzL6C6bRNomkLmC11d07bIaG9pISsE0+k4a23qH7sMUr+/negSY2QeWJ61AgANruDKfPS09rtCWwlaWja1vaOQWQGWaeeSuXf7yWwahWhLVtwjG59toeqquy55RZi9fU4J03Sgv5eiGPkSDPQ7JH715u24U3NQlvTaTs8ffczdiyhjRuxDU7uOUHQ//DYPcRkUGQVWZHwbt+GRdXOgkpEjxD0eYkpWqPWlZ2DbLVidTiIhkKEAwFcWV2r7xIIBAJBzxPbbxCZqqpiJpJA0AYJh7aVlZVUVFQwZ05LZ+TSpUuRZZlZs2albXGC+GmoDrB+YRnfLNpD0Ke9gZatFsbOKmLykSUMKk1uEFgqmHqEFEJbgJwhWmhbtye9bc+V773Jkpc07/JRP7qc8QcfFvdtVVXllU2vcOfyOwlEA2TaM/njwX/khNITAMjIzCLQ2IC3uqrT0LZs47f46mpxuNwMn3Jgt71Y+b78kponnwRgyG1/ajPckXNzkZxO1GCQ6J49aWtxdUR03z5tKrrFgn1Y/CG9xe3GdfBcfJ8tpPGTT3sstFUVhWhFBeFduwjv2Elk106QJHIvvDBpP2l3EDX1CMVJ3T5LH0bW0eM9/7LLaHjrLRrf/4Dw9u2oMZXQd9+B1UrWsccmdb/9EbNpuzuFpq05iKzn9QgAtqIiPEccgfeTT6h7+RUG/fY3ra7T8M47eD/6uEmLIAYKtoldD20j5eXaTk40iqL7Qe3D0xfa5p53LpG9FWSfekratino2xiDUIP2GO6ATMQqQ10NYEtIj+DXh5A5XG6s+uPc4XITDYVE03aAEa2tpexX15Az/3SyTzutp5cjEAi6keZ6BFQV1e9Hcnc890AgGIgkHNr+/Oc/57e//W2r0LasrIw777yTpUuXpm1xgs6pLvOy9I2tbF9ThXFGuCfPweQjhjLp0GIyMru+GdkevtrUnbYAeXqIVJvGYWTfLvqUBU/8E4CDzzqf6Sd0vFOqxBRqgjVU+iup9Ffy+pbX+XjnxwAcNPggbj/sdga7m04h9eQXEGhsoLGmisIRHTeyNi1dDMDombPbnRiebpSGBsqvux6AnLPPJnPevDavJ0kStqFDCW/ZQqSsrFtCW6NlayspQUqw2Zs57yh8ny3Eu2ABBZdf1gWr04iFQkR27SK8cxeRXTsJ79xFeNdOIjt3ES4rgzb8y/VvvEnJAw+Yg4N6G+YgsiT1CGMOmst3iz5l0hFHtXsd5/hxeL73PbyffUb1449j1V2Z7kMORs7JSep++yPpcNoqZtO25/UIBjlnnYn3k0+of/11in51dYtQNlpVxd4/3QZAwc9+inP8+J5aZq/HmpuLXFCAUlVFaMsW0A/0yYUFWNK4s+OaNYvS//43bdsT9F1ueHUt5XUBfnOy9n4saFNwB2TCsoxatRcoQYnG37Q1QltXdo55mT3Dha+2hrAIbQcUvsWL8X/5JbGAX4S2AsEAo0VoCyg+X1rfxwgE/YWEQ9tvvvmGGTNaD0WaPn0633zzTVoWJYiPaFjh9XtXEmjUAqKSCblMObKE0in5WOTuUSB0RDqctgA5g7WdhLo0hbZbVy7nvYe0U7OnHf99Dj7rPCr9lWyu28w+/z4q/ZXs9e81P68MVFIdqEZRW7ZIrBYrV06/kosPuBiL1PLnnZmXz77tW/FWV3e4FjUWY+PSLwAYOzf+pm+qVNx2G9E9e7ANH86g3/22w+vahhYT3rKFcFkZ3fEy2qRGSDwg9sw7Em6GwOrVRKuqsBYUpHNpAAQ3bGDH+Rd06F6SbDZsJSXYhg/DPmw4viVLCG/Zwo4f/pAht/+Z7JNPTvu6UkFpbCTm9QLJDx3KHzqMi+9+sPPr/fRyvJ99Rt1rr2MrLAQg68STkrrP/opNHwYYrawkFgxicToT3ka0phYAOU2e4HTgOeII5Px8lOpqvAsXknn00YDuYL/lVpS6OhwTJ1Jw+eU9vNLej2PMGPxVVYQ2bUZyOID0+WwFgv355LtKyuuD/Gye1uQO2rX3Q2GrhVhFOeSXEA0nEto2+WwNHC4XAKFAIE2rFvQFFP1vIVZX38k1BQJBf0JV1VahrfDaCgRtk3Bo63A42Lt3L6NGtZzKvWfPHqy9aMLzQOC7JXsINEbw5Dk45ZfTyBvSu45MeWu1wNKTm1pokGs0bfUmYCqUffcNb97zF2KKwoRDv8dRP7qct7a+xR+/+CNRteOJxRbJQoGzgCJXEUMzh/LjyT9mUv6kNq+bma+FUY3V+zrcZsWWTXirq7A5MyidOj25bypBGt59l4Y33gSLheI7/9LpEU1bsfbzj5Snr+ncEeZAnQR8tga2QYNwHnAAwfXr8X72GTlnnpnm1YHv88+J+XxITif2USOxDxuOffgwbMOGYR8+HPuwYVgHD0ZqNoxLaWyk/Nrf4P3sM8p/fS2hjZsovOpKJEvPH1wBiOhqBDknB4u+49xVuGbMIGPWTAJffU2kvBzJZiPzmKO79D77GnJODhaPh5jXS6S8HMd+r7edocZiKLV6aJvbe5q2ks1G9mmnUfPvf1P30stmaNv43ns0fvghWK0U3/5noUWIA8eYMfi//JLQ5s1YPNpzuAhtBV1FQaaD8vog9T6wSlZCNi2gjTgdSL4GyE/Maeuv156fXNlN7lqHS/s7Fk3bgUVMD20MxYtAIBgYqIGAeWaiJTOTWGMjMa94/hcI2iLhlPW4447juuuu4/XXXydbf7NVV1fH9ddfz7HCSdhtxGIqKz/STp2ddszwXhfYxhQFvz4RMpVBZNDUtG2s3kckFMTmSLx1BrBvxzZevesWouEQI6fN5IQrfsVb297mxi9uJKbGGJE1gqGeoRRmFFLkKmr1L9+Zj2yRO78jIDO/QF9zx01bo2U7euZsrN0w5Cuyt5I9N98CaI1H1/TOg2JjGFmkLL1O4fZIZghZczxHzSO4fj2NCz7pktA2tHkLAPmXX0bhFVfEdRs5M5OShx5k39//TvVjj1P9z38S2rSJ4rvuQvb0/GM3WqEPIUtSjZAoBZddxq6vvgbAffjhyJkde58HGpIkYRs2jNC33xLZtSvh0Fapr4eYFqBYe1FoC5Bz5hnU/PvfeBcuJFJZiSTLVNz6JwAKfvpTnBMn9vAK+wbGMLLQ5s3IuTkA2IeL0FbQNRR6tDZ3lTeMx+4hpDdtKSnBsi8MgJKE09aV3fT85MjQm7YitB1QKA2N+scG1Fis1xzMFggEXYvSqA9Ml2WshYWEGxtF01YgaIeEQ9u7776bI444ghEjRjBdD3xWrVrFoEGDePrpp9O+QEHbbFu1j4Z9ARwuKxMP6X2TnX31taCqWGSZjMzUhqBlZGbhcLsJ+XzU7a2gcHhpwtuoq9jDy7f/kZDPR/H4SZxyzXW8s+NdM7A9a9xZ/GHuH1ppDpLFow//aaypavc6qqqy8UsttB0359C03G9nVBiT2Q84IO7A0W6Gtt3VtN0OgCPJ0DbzqKOouv8BfF98kfSp5R0R2qKFto7RYxK6nSTLFF17LY5x49hz4x/wLljAjvPOpeShhxIauNYVmD7bbpoS7z7iCByTJhL65luyT/l+t9xnX8NeUkLo228J70p8GJmiq2ks2dm9rrXqGD2ajGnTCKxaRcMbbxBYtx6lthbH+PEU/FRoEeLFMVYPbbdsxlaoDTgUTVtBV1GYaYS2ITLtmYRsWjsyNqgIea/WlEqsaavrEbKamrZ2Q4/g96dlzYK+gaIXPFBVYo2NyM3a1wKBoP9iqFHkrCwsHg8AMXHQTiBok4QTqqFDh7JmzRruuusuJk2axMyZM/nHP/7B2rVrGdbDwcNAQVVVVnywE4ApR5Zgd/Y+LYVPDw1cObkpHzWXJIncwYYiIfG2p7e2hpdu/wO+uloKh5cy/3d/5L3dH3ZZYAvN9Qjth7aV27bQsG8vVoeD0mmtPdHpRlUUvJ98AsCQ2/4Ud5jTnXoENRolrA9fSrZp65gwAeuQIajBIL4lS9K4Ou2xZ4a2Y0YntY3sU09lxH+fxlpYSGjTZraf9QN8X/bsAEdDj2Ab0j2hrSRJDHv4YYbefx+ZJ5zQLffZ10hlGFlUb/j3tpatQfaZZwBQ9cg/aXzvPZBliu+4PeHBgwMZo2kbLd9DaNMmIDkPuEAQDwV603ZfYwiPzUPIrgW00axM5JgW2kZCHSummuPTm7buZgMoDadtOCBC24FErL7JaWmEOAKBoP9jqFHkrCwsbu35XzRtBYK2SSqlcrvdXH755Tz44IPcfffdXHTRRdh6WZunP7Nncx2V2xuQrRamHFnS08tpE68+uTxVNYJB7hCt7fnO/Xfz8h03sfK9N6mvrOj0dkGvl5dv/yP1eyvIHjSYM66/lQ8rPunSwBYgUx/+462uQlXVNq+z8ctFAIyaflDSyodEiDU2gr4Wx+j4A0dDjxDduxc1HO6StRlEysogEkFyOrEmORBLkiTcBx8MQHDtunQuj+iePah+P1it2IcPT3o7GVOnUvrSizgnT0apr2fnT35C7bPPpnGliWE2bbtJjwCafzjr2GORJKnb7rMvYR+mPbeHdyfTtNV9tikOgewqsk48CSkjwxx+V/DTy3FOatsPLmgbOTsbqz7IL6Y3E3u6sS/ovxhN232NRtNWC23DqMgu7WvhfTVxb6/JaZtjXmbP0FRBQo8wsDBPkUaEtgLBQMIYQmbJzjbnqxjvCwUCQUuSTqq++eYb3nvvPd54440W/5LhwQcfpLS0FKfTyZw5c1i2bFlct3vuueeQJInTTz89qfvtq6zUW7bjDx6MK6t3NpN8dekNbaceeyLZgwajRCJsX/U1C574J4/98ic8+esrWPjME+z+Zh0xpaVPLRIM8uqdt1C1czvunFzOuuE2Pq1d3OWBLTTpESKhYJs7IKqqmj7bcXO7R41gvDhKLldCjTa5oECbTh6LEdm7t6uWBzTz2Y4YkVJD2zFuLAChTRvTsSwTo2VrLx2R8mnntkGDGPHfp8n6/vchGqXillvZc/PNqLqUvzuJ7NFa1N3VtBV0jq0k+aatoh80s+b3ztBW9rjJ0hvWjnHjKPjZz3p4RX0TQ5EAYC0s7HSopECQLEduvpPHbH9FqS/Xm7ba+62gtxHXKK3hHaqqjXt7xswDV1aOeZlD6BEGJKYeAVDqRGgrEAwUlPqmpq3s1vUIomkrELRJwufVb926lfnz57N27VokSTJbhEZbSlHiH0QA8Pzzz3PNNdfwyCOPMGfOHO69916OP/54NmzYQFFRUbu32759O9deey2HH354ot9Cn6am3Mf2tdUgwfRjkm/6dTVG09adk57QoGTCAVz6j0epKdvN1hXL2LpyOWXffUP17p1U797J8jdexun2UDptJqOmz2L4lGm89/C9lG/8FofbzZnX38oi31fcsOiGLg9sAWwOJ05PJkFvI97qKpz6i5HBvh3bqKvYg9VmZ+T0WV2yhv1p/uKYCJIkYRsyhPD27UTKyru0zZXqEDID57hxAIQ2bkpxRS0xhpAl6rNtD4vTSfFf78Ixfhz77vk7dc89T3jLVobe949uPbU9qusRrCK07TU0b9qqqppQIzlarT3/ymk6aNYVFF3zK+TsbHLPP09oEZLEPmYMvsWaAkb4bAVdyeC9nzJCLudFbzkeu4eg3rQNeBtxTRkDqyFS19jJVprw19UB4GqmR7ALPcKAROgRBIKBSayhmdNWP+isiNBWIGiThBOrq666ipEjR1JZWYnL5WL9+vUsXLiQWbNm8emnnya8gHvuuYfLLruMSy65hEmTJvHII4/gcrn497//3e5tFEXhggsu4JZbbmFUglO1+zorP9JatqMOLCRnkKuHV9M+3pr0Nm3r33yTjTNn4di6jYNOPZNzbvoLVzz6P06+6rdMPHyeFpD6vHz3xWe888DfeOSnF7J91ddY7Q7m//YmlirrzcD2zLFndmlga5CZXwC07bXdpLdsS6fNxO7M6NJ1GCjNXhwTxWYOI0vcKZwIoTSFto6xWtM2vHMnsUAgxVU1EdqyWdt+AnqJzpAkiYLLLqPkwQexuFz4ly9n58U/Qk3wAFiyqIpiNqgNf7Gg57EWF4Mkofr95mCxeDGuL+f1TqctaM3QQb//XUqakYGO4bUFsI0QP8dU2bVrF7ub6UiWLVvG1Vdfzb/+9a8eXFUvwa2pOGR/laZH0J22wcZG3AdMACASjBCt7bxtGwkGiYSC2mab6REcLkOPIELbgYRxFhiAoruOBQJB/8coE1myMpv0CCK0FQjaJOHUasmSJdx6660UFBRgsViwWCwcdthh3HHHHVx55ZUJbSscDvP1119zzDHHNC3IYuGYY45hSQcDhG699VaKioq49NJLE11+n8ZXF2LjUs3jOv243r2D5qvVBuG40+RUrHvhRWJ+P/sefNC8zOnxMOGQIzjpF7/m/x79L+fe+ldmn/4DCoeXAmCRrZx6zXWstG9tEdj+8eA/dnlgC81C25rWoe3GpYuB7lMjQEvhe6J0V2ibrqatXFCAnJsLqkpoy9bUF6YT3pzaELKOyDxqHqXPP4fkdBLauJHwtm1pv4+2iO7bB4oCVivWgoJuuU9B51jsdtPrnKgiIWroEXRNi6B/4hgz1vzcPqK05xbSTzj//PP5RB/WWVFRwbHHHsuyZcu44YYbuPXWW3t4dT2LnKU9F2UpNTgtbkI27aBiNBxCztFPa7XY8H/5Zafb8jfUAWC12bE1O2jt0J22YeG0HTCosVgLh6Vo2goEAwfF3C9t7rQVz/8CQVsknFwpikJmZiYABQUFlOsT5UeMGMGGDRsS2lZVVRWKojBo0KAWlw8aNIiKiraHTC1atIjHH3+cRx99NK77CIVCNDQ0tPjXV1m9YBcxRWXImGwGj8ru6eV0iLdOa1t4clMPDWKhEIHVqwEIrl5D8JtvWl3HYpEZOn4ih593MRf99QEue/AJLv3Hv1ifXdEjgS00eW0b9UnuBtW7d1JTtgvZamXUjNndshZoejNsyUn8b8doYEb0x3tXEd6+A0h9CrokSWbbNrQxPV5bVVWbnLZp0iPsj2PsWJyTDwAgsGZtl9zH/kR0NYJt0CAkWe6W+xTEh71EVyTsSmwYmWLoEXrpIDJBemh+8Eg0llNn3bp1zJ6tvSa/8MILTJ48mcWLF/PMM8/w5JNP9uziehg5U9OVFVAPqpOIVUXV30rFItpOdsxiw7d4cafb8jVTIzTXvthdWoArmrYDh+YDcgFiIrQVCAYM5hmg2VlYPMJpKxB0RMLp1eTJk1mtB2hz5szhrrvu4osvvuDWW2/tclVBY2MjF154IY8++igFcTbC7rjjDrKzs81/w/rodOVwIMr6hVrLcfqxvX/nzGc6bVM/PTewejVqOGz+v/b5Fzq9TVZBIQsbl3VZYKtGo51eJzNfO53Qu1/TduOXmhphxNTp5uCN7qDJaZtEaNsNTduY3090jxYgptq0BW3AEUBoU3q8ttHKfdoOhsWCfWRpWrbZFhlTpgIQXNdNoa0YQtZrsemvV5HdiTVtzUFkvViPIEgdOSvLdNk6xo/r4dX0fSKRCA6HA4CPPvqIU089FYAJEyawR39tGqhIHj20leqJRZ0ggeLQ3k9FI5qCKCbb8H2x2Jx10R5NQ8havhcx9AjCaTtwUPYr0ohBZALBwCHWoHnQLc2ctiK0FQjaJuEE68YbbyQW01xWt956K9u2bePwww/nnXfe4b777ktoWwUFBciyzN79JtLv3buXwfppoc3ZsmUL27dv55RTTsFqtWK1WvnPf/7DG2+8gdVqZYvegmvOddddR319vflvVxKTuHsD6z8vJxxUyB3sonRK7z6FWYlG8eteKk8aTs/1L18OgE1vnTW8+SZKJ6dPvL317bQGtjGfj8ZPPqHitj+z5YQT+W7adGpffLHD27TntN2o+2zHzT0s6fUkQ2932oZ3ar5mOScnLUO40t20Des+W/vw4Vi6cHBSxpTJQPc1baP6WQ1iCFnvwxxGlmDT1hxEli/0CP2dkocfYthjj+EYObKnl9LnOeCAA3jkkUf4/PPP+fDDDznhhBMAKC8vJ3+gP5Y82hlxhVId0aj2+he1ay3ZSEh7P6ZY7ETKy03NUXv467UzsVzNfLbQzGkb8KPq+xmC/k2r0FY0bQWCAUNLPYJWYhKhrUDQNtZEb3D88cebn48ZM4bvvvuOmpoacnNzE5puDWC325k5cyYff/wxp59+OgCxWIyPP/6YX/ziF62uP2HCBNaubRlk3HjjjTQ2NvKPf/yjzRatw+EwmxN9FSUaY/UCLWyeduxwJEtiP+fuxqerESyylQxPZsrb8y//CoC8H19C7dP/JbxtGw1vvUXuuee0ef03t7zJjV/cmFJgq8ZiBNd/g++LL/B98QX+VasgEmlxnYqbbkbOyibr+OPa3EaTHqEptK0p303Vzu1YZJnRM+cktKZUMZ222cmEtroeYe9e1GgUyZrwU0enpMtna+AYp4e2aWrahnSfrb0LfLbNcU6ZAkBwwwZi4XCXBsTQTI8gQtteh61Eb9omcLBRjcVQ9NOP5TQc/BD0bhyjRuEYYANZu4o777yT+fPn89e//pWLL76YAw88EIA33njD1CYMWPRBZAVSA6GQ9poUssdwAlE9tI1ZtffavsWLOzyI4Df0CNktn5/sGbrfVlUJB4PdeiaSoGeIidBWIBiwNNcjGMOXmzuuBQJBEwklL5FIhIyMDFatWsXkyZPNy/NS8OZdc801XHzxxcyaNYvZs2dz77334vP5uOSSSwC46KKLGDp0KHfccQdOp7PF/QLk5OQAtLq8P7Hpq7346kK4suyMn926gdzb8NXpaoTcXCRLajqCWDhMYOVKbXuzZ0Mkwt47/kLtc8+Rc87ZrQ4UvLrpVW5afBMqKmeNO4s/zP1D3IFtpKIC3xeL8X2xCN/iJWbwYWArKcF92KG4Dz0U38LPqXvxRcqvvRY5+1Hcc1sHsEbTtrkeYZM+gGz4lGk4dX9Pd2GcdmZJomlrLSwEmw0iEaJ795rN23SS9tBWb9pGKytR6uqQ9eeKZDF8to4u8tka2EpKkHNyUOrqCG3YQIYe4nYVEf20X1uxCG17G2bTdnf8TVulvh70llo6GusCwUDhyCOPpKqqioaGBnKbPXYuv/xyXAM9QNSbtgXU4w9qoW3QppCNhUjQB7iJSVZUwLd4CXkXXNDupkw9QnZLPYLV7sAiy8QUhXDAL0LbAYCh7cJigVhMhLYCwQAiVt80IFvVi1GiaSsQtE1Coa3NZmP48OEo+tGQdHDOOeewb98+/vjHP1JRUcG0adN47733zOFkO3fuxJJi8NeXUVWVlR9op41PPaoE2db7fxZe3afoyUl9CE5w7VrUUAg5Lw/76NFYCwqovOfvhL77juCaNWToTRiAlza+xC1LbgHgnPHncP2c6+MKbKPV1ez+xS/NcNjA4nbjOngunkO1oLb5oJfMo45Cqauj8cMP2f3znzPi6f/gnDSpxe0z87TQNhwIEPL7cLjcps923JxDk/uBpIB5Gsp+pyTGg2SxYCseQmTHTsJlZV0T2m7bDqQvtJU9HmzFxUTKywlt2oTroINS2l5I1yM4urhpK0kSzilT8H3+OYE1a7ovtBVN216H4bSNVlTE3bpW9MGHluxsJJutS9cnEPQnAoEAqqqage2OHTt49dVXmThxYouzzAYkutO2UKrDG9SeV/zWMOAkHPACuo/QYsW/dGmHZ+T4dH2We7/3IpIkYXe5CTY2EPL7zAPfgv6L0bSzDR5MpLxchLYCwQDC2C+1ZGWjBnU3ughtBYI2STgBvOGGG7j++uupqalJ2yJ+8YtfsGPHDkKhEEuXLmXOnKbW4qefftrh1N4nn3yS1157LW1r6W3sXF9DTbkPm0Nm8hHpD8q6Al+N0bRNPbQ1fLaugw5CkiTknByyTjwRgNrnnjev9/x3z5uB7QUTL+CGOTfE3bDdd//9WmBrseA8cCoFV/wfI575L+O+XMKwBx4g97zzWk3mlmSZ4rv/imv2bGI+Hzsvu5zwjh0trmNzOnG6tTZtY3UVdRV7qNy+BcliYfSs7lUjQPPQNvGmLYCtWFcklJWnbU3NSXfTFpratsEUvbaqqhLepIe2o7s2tAXMoDa4dl2X31e0XPt9Cqdt70POy0NyuUBV4/ZJR/XnX9GyFQgS47TTTuM///kPAHV1dcyZM4e//e1vnH766Tz88MM9vLoeRtcjZEkB/I1accNn1QbEhgJNp7NKOfnEvN4OneztOW0BHLoiIeQXw8gGArFGbRCRcYBSqa/vdJCdQCDo+8RCIdRQCND2S41BZIrfL54DBII2SDi0feCBB1i4cCHFxcWMHz+eGTNmtPgnSC8rP9SCwEmHF+Nw9Y3WlNm0TUGbYeBftgygRUvScNk2vPMOSn09z3z7DLctvQ2ACyddyO8O+l3cfuXQ1m3UvfgSAMOfeIKRzz9P4ZVX4po5s9OWmsXhoOShB3FMmohSXc3OS39CpLKyxXU8hiKhusocQDbsgKmtpiZ3B7H65AeRQbNhZOVdM4zMDG1HlqZtm45x2kT1VL22Sk2N1gCRJOzdMPDHaQwjW9u1w8hiPp/ZbDFCeUHvQZIk7PoAxkicigSlRgtExBAygSAxVqxYweGHHw7ASy+9xKBBg9ixYwf/+c9/Eh602+9wZqNY9KZ/o3YAOGjTwtuQrxHjLZf9oLkA+L74ot1N+esNPUJOq6/Z9WFkYb9oWw0EDD2Cfbg+kyQaJeYTgb1A0N8xW/WShMXtNkNbIhHUcLjnFiYQ9FISniZkDAwTdD2VOxoo21CHxSJx4FGth6z1VgynrSc3tdBAjUTwr1wFtAxtnQceiGP8eEIbNvDRIzfyl8GfAnDJ5Ev41YxfJTQQb9+994Ki4DnySNxzEh80Ins8DP/Xv9h+/gVEdu5k1+U/ZcR/njKD0cy8fKp2bqexpppNS3tOjQDNT0NJLrS1G6FtFzRto7W15gv4/q3mVGgaRrY5pe0YQ8hsJSVYjGEpXYjRtA1v3Yri9SF73F1yP5GKCgAsmZnI3exYFsSHbdgwQhs3Eo5zGFm0RtMjWPNE01aQImE/bFsIo+eBtW8PdI0Hv99PZqY2PPWDDz7gjDPOwGKxMHfuXHbsdybNgEOSiGYUIvvKsHhrseXaCNk1d3bQ24hsl4mGFBzTZxF9/3V8ixdT+MvWA4UB/Loeoc2mre6xDQVEcDcQMPQI1qJBSHY7ajhMrL6uy97zCASC3kGs2T6pZLE0hbZohRJLHx8iLxCkm4RD25tuuqkr1iFoA8NlO+agIjLznD28mvgxmrbunNRCg8C6daiBAHJODo6xTcOfJEki99xzqLjlVixvfASXyVw29XJ+Of2XCQW2gVWraPzgA7BYKLzmV0mv01pQwPDHH2P7+ecT+u47dl/xc4Y99igWp5PMfO2UwrIN31CxZROSZGGM3kTpTtRo1JzImexALrNpG+dp2olg+GytxUPSGoqaTduNG1FVNaG/j+aYPttuUCOA9jdlLR5CtHwPwfXrkzqgEA+RcuGz7e2YTdtdCTZt06CnEfQBqjZB/W4tWE0n0TD872zY/jkcczMclvxrZF9hzJgxvPbaa8yfP5/333+fX/1K+54rKyvJSvJgZ7/CUwi+MuTAPjx2DyFbEIBAYwNWm4VoSME+dQY+ILBmDUpjI7Ieghso0ShBr3ZKfNuhrdG0FaHtQCDWoP0tyNlZyNnZRPftQ6mv75K5CQKBoPegGI99/bVVkmWkjAzUQEDz2qbhbF2BoD/R+6daDVDq9wXYskI71X76sSN6eDWJ4dObXp4UQwP/MsNnOwtpv2F0r42qIWiDkmr4vePUhANbVVXZe/fdAGSffjpOPdxLFvuwYQx/9FEsHg/+r76i7NfXokajePRTlL/74jMASiYekHKYnQyK7g0DWu1ExYvptC1Pf9PWUCM40uizBTSVgSwTa2wkundv0tsJ603brh5C1pyMyYbXdk2X3Udkj/a7FKFt78Vw/UV2x9e0VXSnrZwv3vD2e1QV/nsGPH06LHkovdt951otsAXY9GH6tt2L+eMf/8i1115LaWkps2fP5uCDDwa01u306dN7eHU9jzVrMAC5sVo81kyCetPWCG0BLPkF2EeMAEUx9VbNCejNSsliIcPT+r2IPUNv2go9woDAPAMsM8ssFIhhZAJB/8do2TdX9hltWzGMTCBoTcKhrcViQZbldv8J0sPqj3aiqjB8Uh4FJX3rtGWzaZuXmh6haQhZy5bhI6sf4Z7vHuHzA7SQ9sivwgk3KL2ffUbgq6+RHI52T+FLFOeECQx7+CEkux3vxx+z5+ab8eRpTlslEgFg7NyeUSMYPluL293uROfOMJu2e/agKkra1gZdM4QMwGK3m47cUArDyEJbtNDWPnpMJ9dMH01e264bRhbZozVtrcUitO2t2IdpTdtwnE3bpkFkIrTt9+zbAHXaGTm8fx2sezk92136CKx4qun/u5dDJJCebfdizjrrLHbu3MlXX33F+++/b15+9NFH8/e//70HV9Y7kDOLACigHofsJmTT9QiNjVjt2vv/aDiG+9BDgLa9tj5DjZCV3epgPDTpEcJCjzAgaD4gV87WZj2I0FYg6P/E2hiObXFrz//GmaECgaCJhNObV199tcX/I5EIK1eu5KmnnuKWW25J28IGMgFvmG8Xa2HK9OPS5/fsDpRohIA+pCKVpq0aiRBYsQIA12zNZ6uqKg+tfohHVj8CQOH5F8Cq/9LwwQcMqq7GGufgHVVR2Pe3ewDIu/CHaW0Zug46iKH3/I3dV15F/UsvE5ObhcmSxNiDDk7bfSWC2WbITv4UT2tREVitEI0SraxM68+tq0JbAMfYsYQ3byG0aROeI45IahtGaNutTdspUwEIduEwsugezWlrGyxC296K2bTdtSsuxYfZtBWnlvV/tmlncCA7QAnBqz8DdyGMTO55DoBNH8H712ufH3eb1uBtLIddS2HUkSkvubczePBgBg8ezG598F9JSQmzZ3eNnqbP4dZDW6kem+QmZNcO3gb9Piz63kQ0opB7yCHU/u9Z/Mu/arWJQLPQti0MPUJI6BEGBM0H5Fpy9NC2rq4HVyQQCLoDYwihpdlrgez2EEE0bQWCtki4aXvaaae1+HfWWWfx5z//mbvuuos33nijK9Y44Fj7aRnRSIzC4ZkMHd+3hsn46nSfotWKs41T3+Il+M03xPx+LNnZOMaNQ1VV7l95vxnYXjPzGs479QacU6dCJEL9fgcTOqL+9TcIbdqEJTub/MsuS3qN7ZF5zDEMuVU7gBF+7XXz8uJxE/Gk2D5OFsV8Y9z2jlI8SLKMbbB2emS6FQldGdo6m3ltkyFaW4tSVQWAfeSotK2rM5yTDwBJIlJeTrS6ukvuw2ja2kTTttdiNNxjPl9cO7OKfqaDVegR+j9b9dD2e7+FSaeBEobnLoCKJA/07NsAL10Cagym/RAO/gWMPFz72rbP07PmXkwsFuPWW28lOzubESNGMGLECHJycvjTn/5ELBbr6eX1PJ5BABRK9VjUDLNpi6pisYQArWlr04eJtvW6ZTZt29FECT3CwMJQd1kymzVt60TTViDo7wg9gkCQGGlz2s6dO5ePP/44XZsbsETCCms/1Roe048dnvTgpJ7Cq7e83Ll5Ka3dVCPMmkWZr5xrPr2GR9c+CsBvZv2GSyZfAkDuOWcDUPvCi6hx7FTFgkH23XcfAAWXX26+SUw3OWedReGvfoUzEjUvGzenZ9QI0HREM9XvtyuGkamxGGF9MndXNW0Bgps2JXX78NatgKYQ6M6JxrLHg32UFhIHuqhta4a2wmnba7E4HFgHaWFJZFfnXttotWjaDgiUaJNzdvQ8mP8vGHEYhBrgv2c1aRPixV8D/ztHu/3wQ+D794AkQake2m7v/6HtDTfcwAMPPMBf/vIXVq5cycqVK7n99tu5//77+cMf/tDTy+t5PNpg1QKpHmJOVAvg0Cq2kqSFtkokhqwPGFPq61FVtcUm/EZo28YQMhB6hIGEqqr76RFyAKFHEAgGAm3rEbR9LEWEtgJBK9IS2gYCAe677z6GimmfKbP2k90EvREy852MnlHY08tJGF9tU2ib0nb0ARbLh/g49bVT+WjnR1gkC9fNvo6LDrjIvF7WiSdiycwksnMnviVLOt1u7TPPEK2owDpkCLk/vCClNXZG/uWXUXThhbiDYWQlRtHuilY7MN1FW0c0k6ErQtvonj2ooRDYbOaws3Ti0Ju24c1bUKPRTq7dmpAxhKwbfbYGGZM1r21wTfpDWzUWIypC2z6BzfTadhzaqrGY2caVc/vWWRqCBNmzSgtYndkwZBrYnHDuM1A0CbwV8N8ztSA2HqJheP5CqN0GOcPhnKfB6tC+ZjRty76GUP/2zD311FM89thj/N///R9Tp05l6tSpXHHFFTz66KM8+eSTPb28nsfd5LSNKU7tMqce2hIEND2CuROuKK3chH79vUh7egS70CMMGFS/H/T3ZHKWcNoKBAMJU4+Q2UbT1itCW4FgfxIObXNzc8nLyzP/5ebmkpmZyb///W/++te/dsUaBwxlG2r58nWt1TfrxFIsctqK0N2Gt07bSUzFZxsNh2hYroW2T9qWE4lFmDtkLi+e8iLnTzy/xXUtLhfZp50GQN1zz3e4XaW+nqp//guAwiuvxOJwJL3GeJAkiaLf/Y7jJs3gsI278P79Xvb84Q+o4XCX3m9bxNLgtAXMUDWdeoSQoUYYPjzpIWkdYSspQcrIQA2HCe/svKm4P6EtmwFwjO4+n62Bc8oUAALr0h/aKtXVqJEIWCyar1jQa7GXGF7bjoeRKfX1oJ9xYBWhbf9m66fax9LDwaIPgc3IgQtegqwSqNqoNWfDnYRfqgrvXAs7FoHdA+c9D+6Cpq/nlkL2cIhFYeeXXfCN9B5qamqYMGFCq8snTJhATU2cAXh/ppkeIRLR3j8pTu1vT1X10DYcw+J0Ijm1UHf/AM6vK7Q6a9oKPUL/x1AjYLUiZWSI0FYgGECYLfvmegSPNnhd6BEEgtYknJD8/e9/b3Hau8ViobCwkDlz5pArdhKTpqE6wHuPrkONqYybM4iJh/bN5pvZtM1JLrRdtmcZ/33lFv4vEMLnAMaU8sDs33BEyRHt6hZyzzmb2v/+l8YFC4jsrcQ2qO0Aqupf/yLW0IBj3DiyTz0lqfUlimSxMPL2O8geO57Ku++m/qWXCW/bTsl9/4h7cFo6MPUIKThtoWuatl3pswXtd+AYM4bg2rWENm7EMWpkQrcPb+7+IWQGGVO10Da4dl1cQ6gSwVAjWIuKkGy2tG1XkH7Mpu3ujg86KLpD0pKdLX6n/R1jCNn+w8Gyh8IPX4Z/Hw+7l8HLl8LZT4Pcztu9pY/AiqcACc76Nwya1Po6Iw+HVc/A9oUw9ph0fhe9igMPPJAHHniA+3SFksEDDzzA1KlTe2hVvQhdj5ApBYgGLSBD1A4yoMYCAEQj2kEjOTubaDCo+UlLSsxNGE5bdydO27Bo2vZ7mt6XZiFJErIxiEz/GxEIBP0X8wzQNvQIIrQVCFqTcGj7ox/9qAuWMbCJhBXefWQtQW+EwuGZzLtgQp9z2RoYTttEm7Y7G3byt6/+xoJdCzhlvfamPzJlDC+f/go2uePwwTF2LBmzZhL46mvqXn6JwiuuaHWdyJ491D79XwCKfn0NkiwntL5UkCSJ/B9fgmPMaMqu+TWBr79m2w9+wLAHH8Q5cWK3rMEcRJay01Zr2obTGtoaPtsRadvm/jjGjtVC202b4ITjE7ptaIsW2tp7oGnrmDABbDaU2loiZWXYm+38pkqkXKgR+gr2YfE1baP6869o2fZzIgHYuVT7fOT3Wn+9aAKc9xw8fTpseAfe+TV8/17NUducTR/B+9drnx/3JxjXznPjyCO00LafDyO76667OPnkk/noo484+OCDAViyZAm7du3inXfe6eHV9QIcWSiyA1kJQTAMbgjbVRyAqmihrRJRAD203bu3VQDXmR7BYegRhNNWIxpqUpX0M2L7abuM96cx0bQVCPo9sQZ9CGGLQWTaQTsR2goErUn4/PsnnniCF198sdXlL774Ik899VRaFjWQUFWVT/7zLVW7vGRk2jjxZ1Ow2rsvUEw33lqt6eXJi69F2hBu4O7ld3Pa66exYNcCZEnmmBotRBo3b36nga1B7jnnAFD34kuoitLq6/vuux81HMZ10EG4jzgirm2mG88RR1D6wvPYR4wgWr6H7edfQMP7H3TLfbd1RDMZbMVa0zZavieuwW/x0NVNWwDHOG0YWWjjxoRupzQ2Et27V9tGD4S2Frsdp+7kDaZ5GJkYQtZ3sJl6hE6atnpoK3dji1/QA+z8EpQQZBZDwdi2rzPiYDjzMZAs8PWT8NldLb++bwO8dAmoMZj2Qzj4F+3fnzGMbM8qCPbfQOV73/seGzduZP78+dTV1VFXV8cZZ5zB+vXrefrpp3t6eT2PJKFkaG1ba0AbPBa0ae+3YnpoGw3rTducHO3y/fUI8Q4iE3oEWPYo3D4UNn/U0yvpEgw9gqHtMvUIdf33OUYgEGg06RGaDuA1OW37tz9fIEiGhEPbO+64g4KCglaXFxUVcfvtt6dlUQOJlR/sZNNXlVgsEidcPpnMPGdPLyklfLqvrLNBZKqq8uLGF/n+K9/nqW+eIhqLcujQQ3np5BcYukV7InfNnh33/WYedxxyTg7RPXvwLlzY4mvBDRupf+01AIp+c22Ptpgdo0ZR+sLzuA85BDUQoOyqq9h3/wNpC0DbI1bf2h2UDLbBg0CWUSMRovuq0rE0M7R1dGVoO1YPbTdtSuh2Yb1lay0qSvlnlyxOXZEQSPMwssgezUtsKxahbW/HrusRIhUVHTqxzaZtnmja9mtMNcL3WrdnmzPxFDhJnzXw6e3wtX5g3V+j+W5DDTD8EPj+PR1vJ3so5I3SAt4dnQ/87MsUFxfz5z//mZdffpmXX36Z2267jdraWh5//PGeXlrvwK2Fto6AFtL6bREAlKjWjI1Gm/QI0NJPqsZiBIymbTuhraFHUKJRoj3g/+9VfPc2xCKwY3FPr6RLMPUImfuFtvX1PTa0VyAQdA9maNusTCQLp61A0C4Jh7Y7d+5k5MjWTsgRI0awc+fOtCxqoLBjfTVLXtNCocPOHkvx2L6/o+3VnbaednxlBo+tfYxbl9xKbaiWkdkjeejoh3jkmEcYWhEh1tiIxe3GObH1QJD2sDgcZJ9xBtB6INm+e+4BVSXz+OPJ6AVeOjk7m2H/+id5F18MQNWDD1J29a+IdaHDzXhxtKTotJWsVmyDtGEk6fDaxsJhcztd2bQ12qrhnTuJBYNx385QI/SEz9YgY7LhtU1vaBs1nLaDRWjb25ELCrTBPrGY2ZBuC6VGO2gmx3mmg6CPslUPbdtSI+zPQT+Bw6/VPn/ravjmDXj+QqjdBjnD4Zyn4zv92mjbbu/figRBx8jZgwHIi2lNW6+svZ4aoa1iNm2N1mSdedugz0tMPxPK1Y6qyZ6RYX4eHuiKhH0btI++9Bwg723sr0ew6EG+Gg6jJvA+TSAQ9C3USARV3+dtMYhMOG0FgnZJOLQtKipizZo1rS5fvXo1+eKUzLipq/Tz4ePrQYVJhw5h8veG9vSSUiYaiRBs1MJBdwehwTtb3+G+ldqgj59P+zkvn/oyh5doO4T+5csByJg5A8mamHI59+wfAOBduNAMAn3LluH97DOQZQqvviqxb6gLkaxWBl33e4b8+Taw2Wj84AO2n39BWgd8NafJaZt6W9RWrHltI+XlKW8rsnMnxGJY3G7kNhr86UIuKNBO14zFzCA2HkKbDZ/tmC5aWecYw8gC33zTpvojWSJ7KgDRtO0LSJJktm3DHXhtlRpNTyOLpm3/JVAL5Su1z0fFEdoCHHWjpkBQY/DChbBjEdg9cN7z4I7zeXekrhXatrDj6wn6NbJHG/RapA8ea7DooW1Yb9o2c9pCy1PdDTWC0+1BtratvrJYZDO4DQ1kRUKwHhr191j+6p5dSxdhNG0NPYLF7QL9fb8ivLYCQb/FKBIBWDIzmz7XQ1tlID/3CwTtkHBoe95553HllVfyySefoCgKiqKwYMECrrrqKs4999yuWGO/IxyM8s7Dawn5owwelcUR547vs4PHmuPTW7ayzYbT7WnzOiv2ruDGL24E4KJJF/GzA3+GzdL05t2//CsA3AmoEQzspaW4DzkYVJXaF19EVVUq//Y3AHLO/gGONhriPU3OmWcy4qknkfPzCX33Hdt+cDb+r79O+/00nYaSWtMWwDZUO8CQjoDZ9NmOHNmljwFJknDobdvQxvgVCaEtm4Ge8dka2EeNQnK5UP3+hALnzhBO276F6bXd3b7XNqo3ba0JDoIU9CG2LwJUKBgHWcXx3UaS4JR7YexxxgVw1r9h0KT477f0MO1jxVpNryAYmOih7WBV26lulA2XrRHaak1bSxt6BCO0zWhHjWBgN4aRdeHZR70eo2UL/bZpazhtDT2CJEltajUEAkH/wjxgk5nZYjB4k9NWhLYCwf4kVmUE/vSnP7F9+3aOPvporPoR0VgsxkUXXSSctnGgxlQ+euIbavf4cGfbOeGnU5BtCWfnvRJfna5GyM1rM4DbXr+dKz+5kkgswtHDj+bXs37d4utqLIb/Ky20dR10UFJryDnnXHyLl1D38ss4xo4luHoNkstF4RVXJLW97sA1YwYjX3yBXT//BaFvv2XHjy5h6D1/I+vYY9Oy/fZOQ0mWLgltu1CNYOAYOxb/smUJeW3Dm3tejyDJMhmTJuH/6iuCa9eZqodUiAWDKNVae0eEtn0Dm9m0bT+0bRpEJkLbfksiaoRmbK4O8WrWdQyS3axRR7P6LSd57iXke+zkux3kue0UeOzkuR36ZXby3HayMmx4g1Fqgx6GZI8mo34LSxa8wfrsI6gPRKj1h6n1R6j3a5/X+SO89H8HMyQ7o/NF9RLO0NVK7VHX7BT/AY9H0yMNjWmBW8iuhbSRkA/J3mwQWRvhm08Pbd2dhLaODBdeBnjTdt93TZ/7+2doG2tjQK6cnY1SXS2GkQkE/Rjzsd+sZQtgEU5bgaBdEg5t7XY7zz//PLfddhurVq0iIyODKVOmMGLEiK5YX79j+Tvb2ba6CotV4oSfTcGdHYdLro9g+GzdOa0Dg5pgDVd8fAX1oXqmFEzhjsPvwCK1DKtDGzcSq6/H4nLhnJRAA6gZmUfNQy4sQNlXxZ4btEZv/o9+hLWwMKntdRe24mJKn/kv5b+/jsYPPqD6n/9KW2jb3mkoyWIbmj49Qqg7Q1uzabsxruvHfD7ze7T3YNMWwDl1Kv6vviKwdg05Z3YcMMRDtEJTI0gul9mIEvRu7EbTtgM9QlTXI1jzRGjbb9n6qfYxDjWCLxTl7bV7eGH5Lr7aUatfqmmE8Cc+nflW6ygusm7huy/f4bZo+6+pNb5wnwptszt5DszOzuaiiy7qptX0cvRBZIOlBmTJTsim6RAiQS82m4pi6BFycoC2m7btDSEzsLu0YWQD2mlb2Sy07a9NW6Ntl9UytNW+VtcTSxIIBN2AOWdlv9de4bQVCNon4dDWYOzYsYzVJ7IL4mPrqn0sf2sbAEeeP57BI/tXWOKtaWraNiekhLhqwVXsatzFUM9Q7jvqPjKsrXfo/Mt0n+2MGUi2tn1nnSHZbOSceSbVj/wTNRhEzssj78c/Tmpb3Y3F5SL/sp/Q+MEHRKvS9ya9vdNQkqUvN22BuJu2oa3aY1XOz8ea27OO0IwpkwEIrl2Xlu01VyP0BzXLQMBs2nagR2gaRCZC235JQzlUbwLJ0qQr2A9VVVm5q44Xlu/izdXl+MJaiGaR4KgJRZw9axjD811Ue8NU+8JUe0PU+MJUecPU+EJUe8P6/0M0BKPmdj0OKxsd0yD8IcdkbGDFqGJyXTZyMmzkuOzkurWPORk2RhW0rUfqrTzxxBM9vYS+g65HKKAeG0UE7dr7i5gSBaKmHkHWg9mWoa32eXtDyAwcQo/QsmkbrAMlAnJy74t7K6YeodmAXKFHEAj6P8Z+6f5nfxqhrRoMokajCc+2EQj6Mwk/Gs4880xmz57N7373uxaX33XXXSxfvpwXX3wxbYvrT9SU+/joiW8AmDKvhImHxOmi60P4arWWl7tZYBBTY9yw6AZW7VtFpj2Th45+iIKMtgef+JcvA5JXIxjk/uAHVP/zX6CqFFxxBbLHndL2uhNZD7yVmhpUVU1LoGY0FtLhs4VmoW15ecprDG/fAXRX01YLbaN796LU13f68+gNPlsD55SpAAQ3biQWCmFxpNbQj5QLn21fwz5Mb9ru3NXm405VFHNSu2ja9lMMNcKQaZDR8kBSjS/MKyt288JXu9i4t6lFW5rv4gezhnHWzBIGZTkTuruIEqMxGMXjsGK3WsA3C/76V4ZFtnP/qcPiH2Im6D/oeoRCqR4LpUTleiTZgqrEQA006RFyjEFkdeZN/fXaQaVOm7YZetN2QOsRNrT8v78GMgf1zFq6CPMU6aymM8CM92UxEdoKBP0WpbHj0Ba0tm269lsFgv5AwqHtwoULufnmm1tdfuKJJ/I3feiToCUhf4R3Hl5DJKQwdFwOh57Vc5PouxJfnfaG3JObb172jxX/4P3t72O1WPnHvH8wKmdUm7dVYzFzCJlrdmqhrW3oUIp++1vCO7aTe/YPUtpWd2PVp76r4TAxnz8tgXOsoe0Xx2SxDRoEkoQaCqFUV2MtSG7HXWlsRNEbxfbSrteryB4P1uIhRMv3ENq0CdesWR1eP7yl5322Brahxci5uSi1tYS++46MAw9MaXtiCFnfwzhYEvN6idXXm6cfGyj19RAzApMcBP2QbXpoq6sRokqMRZurePGr3XzwTQURRQXAabNw0uQhnH3QMOaMbNsxHw822UKe2950gTsfig6AyvWw/XM4YH5K346gD6LrETxSEEmxgwVkVwbRRh9qLNisadvUmDQOMvn1kM6VldPhXTh0PUJooOoRgg3QoGtwrBkQDYBvX78LbdvUI7Sh1RAIBP2LmKlH2C+0tduRbDbUSESEtgLBfiQc2nq9Xux2e6vLbTYbDc3cmQKNWEzlg8fXU78vQGaek+Mvm4ws94/BY/vT5LTVgscXN77Iv9f9G4BbD7mVgwa3H8aGNm9GqatDysggY/LklNeSf8mPUt5GT2BxuZCcTtRgEKW2Ji2hrdLOi2OySHY71kGDiFZUECkrSzq0NdQIcmEBsqd7Tqd1jh2Ht3wPwY0bOw1tQ/oQsp722YI2Vdk5ZTK+hZ8TWLsuDaGt5uq1FYvQtq9gycjAWlhIdN8+wrt2k7F/aKvraSzZ2UnrZQS9GFU1fbY7sg7i6be+4bVV5VR5Q+ZVpgzN5uyDhnHqgcVkZ3TR38DIw7XQdpsIbQckjkwU2YmsBLFEZbCDJcMOjT5UNdDktDV2tqNR8wC0X2/dujo5qDTg9QhVunc/cwg4sqBqQ78cRma8N20ezDQ1tEVoKxD0V5r0CK1DWYvbjVJXJ7y2AsF+JJweTpkyheeff77V5c899xyTkhwe1Z/Z8OUedq6vwWqzcOLPppCR2Trw7i949SE4ntx8FpUt4s9f/hmAKw68glNGn9LhbQ2frWv6tAEfOMh629YIYVKloxfHZEmH19YIbR2lI9OxpLgwFAnxeG1DRtN2dO9oxmcYioS1a1PeVlRv2lpF07ZPYTMUCW14baP684VQI/RPqnasg8Y9hLFx3CthHlu0jSpviDy3nR8dUso7Vx7Om788jAvnjui6wBag9HDt4/bPu+4+BL0XSUJxaW1bq6E8Nv7e1KCpR5CcTiS94BHTFU0+/aO7Ez2CY6DrESq/1T4Wjm9SkPSzYWSxcBg1GARaTpC3CKetQNDvUUw1SusykRhGJhC0TcJN2z/84Q+cccYZbNmyhaOOOgqAjz/+mP/973+89NJLaV9gX2f83CHUVQbIH+qmcHhm5zfoo3hrqqnV23vVDh/XfnYtiqpw6uhT+dmBP+v09v7lemg7e3aXrrMvYM3NI1q+xwxhUsV02qZJjwBgKy4m8PXXRMrLk95GeNt2oHt8tgaOceMACG3sOLSNBYNEdmnBWG/QIwA49WFkgTSEtqbTdrAIbfsS9mElBFasILxrd6uvGQd5xBCy/kMgrPDBNxW8vKKMkVue4RYbLFfGocpOTppUxBnTS/je+EJs3Xn2TumhgKS1ARv2QJZ4DhloSJ5CaNyFTVchxJzagFM1FkCJ6qGtJCHn5BCtrESpr8c2dCj+hjqgcz2C3dAjDNSmrTGErHCCNnwQwF/dc+vpAozTo5EkLJmtnbYitBUI+i+mtq+NM0CN0FbxitBWIGhOwqHtKaecwmuvvcbtt9/OSy+9REZGBgceeCALFiwgT+wstsJikTj49N4R+nQlqz54m5gSpXDsWH675iZ8ER+zB8/m5oNv7tSnp6pqU2ib4hCy/oARuhiT4FPFfHHMSWfTVhukF05D07ZbQ9uxTU3bjoaohbdtA1VFzs5Gzs9v8zrdTcaUKYC2NqWxsUU7JRFUVW1y2go9Qp/CNrQEwDyg0Jympm1uq68JOmbxlioe+WwrFgny3Hby3XbyPQ7y3HYKPHby3A79Mjsue9dMM47FVLzhKA2BCNur/Ly2qox31+7BF9ZONz/fth4A98SjWH76MWS7euiMlIxcGDwFKtbA9kUwtW954wWpI2cOhj3gUVQqgagxF7PZIDLQAjgjtA0HA0RDmsojXj1CeKA6bZuHtkpE+7yfNW1NbVdmJpKl6aCTrLewmw+wE/RNopEI1gF+5qSgbdryWRtYdF2eaNoKBC1Jau/j5JNP5uSTTwagoaGBZ599lmuvvZavv/4aRVHSukBBzxLPpPpIKMjqD98FYNGQHez172Vk9kjuOfIebHLnL9jhLVtQamqQHA6cejA1kDFCF6U2vXqEtl4ckyWdegT7yNI0rCg+7KNGgSwTa2gguncvtsGD27ye6bMdMybpIT7pxpqfj624mEh5OcH163HPnZvUdpS6OlR959nazvcv6J0YeoRwG3oE4yCPnNc7DjL0Fd5aU86vnl9lDvHqDKfNQr7bQXaGDafNgsMq47BZcFj1z60WHDYLTvNyGbvVQigSoyEYoSEQ0T9GaQhGqA9olzWGoqhtLGFYXgZnThvCsV9vhBBMO+J06KnA1mDkEXpou1CEtgMQS2YRADkxzY8Qsqs4AFUNokRjqDEVySI1tSbr6ojoIZzV4cDuzOhw+01N2wG6075vg/axcAI0agdY+5vTtr0BuaJp2z/4/NmnWPH265x/+z0UDi/t6eUIehlKBwOyhR5BIGibpCsjCxcu5PHHH+fll1+muLiYM844gwcffDCdaxP0MHWvvsaeG29k0O9/T96FP2z3et8s/ISgt5GQx8KX7k3kOfN46OiHyHbE1+w0WrYZ06djaWPI3UBDztWattE0NW2bXhzT2LQt1pq2yeoRVEXpkaatxW7HXlpKeMsWQps2tR/abtkMgKMXDCFrjnPKFCLl5QTWrk06tDV+Z3JhgXi89THsw/Sm7e7WB0sU3Skui6Zt3Dy1eDs3v7keVYUTJw9m3oQiqr1hanwhqr1hqn1hanxhqr0hqnxhwtEYwUiMsroAZXWBLlmT3Wohz2Vn3oQizpgxlFkjcpHKV8Diem0o0ZBpXXK/CTHyCFjygDaMTDDwcGuhbW4sDEDIpuihrfaYiEZj2OwylpymAC4QpxoBmpy2A1KPEGqEev2gXOF4qNB1SP21aZvV8owhOUeEtv2BnWtXEY2E2bPpOxHaClohnLYCQeIkFNpWVFTw5JNP8vjjj9PQ0MDZZ59NKBTitddeE0PI+iHeTz4BRWHvnXeSceBUMqZObXWd8oYy3nv5MazA6mFVOG0ZPHDUA5RklsR9P01qhFnpWnqfpkmPkKamrfHi2IY7KFnsZtO2vEPNQHsEVq4k5vdjycrCrrcHuwvHuLFaaLtxI57DD2/zOmFjCFkv8dkaZEydQuP77xNcuy7pbRhDyGxDitO1LEE3YQ4iKy9HjUaRrE0v4cZBHqto2naKqqr8/cON3LdAOzhz4dwR3HzqAciW9p/HVFXFF1ao8Yap8oVoCEQIRWPav4jS9HlUIRRp9nk0RjCi4LDKZGVYyXLayM6wkZVhI8tp1T/azK85bXLrO9/6mfax9HCQu0bPkBDDDwZJhtptUL8bsuN/vRf0AzxaaJuvamdsBGxRsgBi2mApJayFtk1N2/q4h5DBANcj7NuoffQMAlceuPXn8/4W2rYzINf4m1EDgbjO9BP0Tvx6KB9obOzhlQh6I7EG7e+iTT2CWztoF/N5u3VNAkFvJ+53/6eccgoLFy7k5JNP5t577+WEE05AlmUeeeSRrlyfoAcJbdWCK6JRyn59LSNffQVZd800hht5fO3jfPTpC8yrzSNsjVF62MH8bc6vEgpsVVXFt0wLbd1iCBnQpEeIpkmPEKs3Qtv0NW2tetNWDQRQamsTnljf+OFHAHiO/B5SNzuvHGPH0vjuex0OIzP1CL2taTtZ04ekMozMHEI2RPhs+xrWwkIkux01HCZSUYG9pOm5VqkWTdt4UGIqN762jmeX7QTg6mPGctXRYzs98CRJEh6HFY/DyvB8V3cstYltemg76nvde7/t4cyC4mlQ9rXWtp12Xk+vSNCd6KHtoJjWrPXKIQYBqFpoG40ogK3JT1pfj1/XI2TE8T5kQA8ia+6zBXAVaB/7mR6hvaadxeMBiwViMZT6eixFRT2xPEGKGEMHg14R2gpaoioKMa8WyLa1XyoLp61A0CZxjxx+9913ufTSS7nllls4+eSTkeU22iCCfoMaiRDeoe3Uynl5RHbtouKmmwkrYf737f84+ZWTeXzd44zbqrnJxh5xBHce87eEAluA8LbtKFVVSHY7zjaavAORdA8i6wqnrcVux1pYCGht20RQVZXGj7TQNvPYY9O2pnhxjhsHQHDTxja/HguHCe/U/vYdY8Z027riwXnAASBJRPfsIbpvX1LbMIeQidC2zyFZLNhK2h5GZhzkSfQAykAiGFH4+TMreHbZTiQJbjt9MlcfM67XeKvbJBKEnV9qn4/sJaEtaK1fgO1CkTDg0PUIg2PaTnWjrIW1KroeQR9GJusDx5T6ejPESaRpGwkGiMUG2JyMfd9qH43Q1q2Htv2saRtrNJp2LfUIksViBrkxoUjok0SCQXPoYKCxoYdXI+htGGoUoM2BykKPIBC0Tdyh7aJFi2hsbGTmzJnMmTOHBx54gKqq/vUmQtBEeNcuiESQXC5KHngAZJmGt9/m9puO4Y5ld1AbquWA2AiGVmUgSRaOnX9JUvdj+mwPPFCcBqUj5+qDyNKmR9BPQ0tj0xaSH0YW+u47ImVlSE4nnsMOS+ua4sExdiwA4c1bUNsYnBjevh0UBYvHg7WXtTxkjxv76FEABJJUJJihbbEIbfsiNt1rG94vtBWDyDqmIRjhR08s4731FdhlCw+eP4Mfzh2R3MbKV8K6V2hzcli62bUUokHwDNYcl72FkXpou21h9/wcBL0HvWlbomrBW52k71zHjKatHto2Gyrl1/UIruzOzwSwZzQ12cP+rnFH91rMIWT6Y91o2gZqoR8F2O3pEUAMI+vr+Buafm+iaSvYH2MIocXlavNMSxHaCgRtE3doO3fuXB599FH27NnDT3/6U5577jmKi4uJxWJ8+OGHNApvTb8iZDg9R45k0zALnx6vDWw67fV9TPRmceOcG7k4eDQAY2bPJbtoUFL341+2DACXUCOYGE25aG3qTdtYKIQa1Hak2hK+p0KyoW3jhx8C4D7sUCwZHU+R7gpsw4YhOZ2o4bDZJm+O6bMdPbpXNvAydEVCcF1yioTIHq0ZbRVN2z6JvUT32u7abV6mKgpKreG0FXqE/alsDHLuP7/ky601eBxWnrzkIE6akuTf/6aP4PHj4aVL4Lu307vQtmiuRuhNz0fD5oLFqg1Nqt3e06sRdCd6aFuo6xDqLNqprqoaQlVjuh6hWfhWV4dfD+BccRw8ttpsyPrO/IDz2hp6hKKJ2keXcRBOBX96DuT3BjocRCSGkfVpjFY9CKetoDXmEMJ2XguM0FbxitBWIGhO3KGtgdvt5sc//jGLFi1i7dq1/PrXv+Yvf/kLRUVFnHrqqV2xRkEPEN6yFYB1njp++M4PeXhKBetLZZwRuP3DAk7On8eGLxYCMPOk05O6D1VVmw0hOygt6+4PGHoE1e8npgeuyWK+6ZUkzRWWRmy61zZSnpgewfDZZh5zTFrXEy+SxWJqD0KbWnttTZ9tLxtCZuCcanhtk2vaRg2n7WAR2vZFzKbt7qamrVJfb7YdjVOSBRo7qn2c9fASvtnTQIHHznOXz+WQMQXJbWzTh/DceaBop36y4E9d337b+qn2sTepEQAcHhiqDw8VioSBhd2DIjvJjGnPOfVSs2BVDaKYegQjfKtr1rTNiesuDEVCyD+AdtxDXqjTDyQbegTZChn6gbh+5LU1BhG1NSC3+QA7Qd/D3yxsDwo9gmA/mlr2bReJLG7htBUI2iLh0LY548eP56677mL37t08++yz6VqToBdgDCFb7tyDhMRp4+ZzyCPPIefmEvluI4v/dBNKJMLgMeMoHj8xqfuI7NxJtLISyWYjY9qB6Vx+n8bi8YDeMklVkWCchiJnZSFZUnq4tyKZpm14xw4tKLVayTzyyLSuJxEcutc2tLG119ZsmY/uXT5bg4wpetN2zRrUBE9LjoXDpgtX6BH6JvZhrZu2xvOEnJ3d7YP9kmXRpip+8b8V3PXed3y9owYllv5T7NeV1XPmw0vYWeNnWF4GL/3sECYPTVITs/EDeO58UMIw/iRwZmutuLUvpnfRzQnUaSoG6D1DyJpjKhJEaDugkCQUVxHumBbOqpam4WGqGiAaba1H8OmhbTxOWwC7fhbOgAptq/T3I+4icDVzk7v6n9fWbNtlthXa5mjXEU3bPkmgmR4hIPQIgv2IGS37Nny2IPQIAkF7pCXFkWWZ008/nTfeeCMdmxP0Aho2asMQdufDkyc8yZ8O/RPFpZMZcsftKJLEht3bAJh50mlJn0Lu09UIzgOnYnE607PwfoAkSVh1r200xWFknZ2GkgrJhLbGADL37IN6tBFoeG3batqGt2zWrtNLm7aO8ePBZkOpryeye3fnN2hGdO9eACS73Wx0C/oWNlOP0NS0jVbroW0f+J0GIwq3vLmeHz6+lLfW7OGhT7dw5sNLmHXbh1z93EpeX1VGnT+c0n0oMZWFG/dx7r++pMobYuKQLF7+2SGUFriT2+CG9+D5C7TAduKpcPZ/4NCrta99cjtEU1tvu+z4AtQY5I+B7MSGfHYLzYeRCa/tgMLiKcIGWGLaUGK7vqPdsmmbA0Csrj7ppm04MICctoYaYX93tTGMrB81bZtmLXTQtBWhbZ9kf6dtouUCQf8mXj2CCG0FgpZYe3oBgt6HGosR2bYNG1A69TBmDJphfi3zyCNpOPk4wrs244wqlI5Mvo0o1AjtI+flEa2sRKlNrWlrvOlNt88WwDa0SY+gqmpc4X3jB5rP1tNDagQDx7i2Q1s1EiG0fYd2ndG9M7S12O04J0wguHYtgTVrzOZlPJhDyIYM6ZW+XkHn2Eu0gyVKfT1KQwNyVpb5PNHbQ9tvyhu4+vmVbNyrOTDPmllCKBrjsw2V1PojvLaqnNdWlWORYOaIXOZNKOKoCUWMH5TZ5t9rIKywtcrLln0+Nld62bLPy5ZKL9uqfIT0tt/skXk8dvEsspxJNpA3vAvPXwixCEw6Hc58DGQbzPkpLH0E6nbAiqdg9mXJ/ljaZ6vus+1tagSDYbNBtkPjHqjeAgW98+wEQfqRswbBHrDHrAQtCrLbCftAjQVaO22jEUI+7TEff2irNXcHVNPWDG0ntLzc8Nr2o6Zt87PA9qcptK3rziUJ0oS/2e9NjcUI+X043enVswn6Lp3rEfTQ1uvttjUJBH0BEdoKWrFpw5fYQgpRC5x79NUtvqaqKpuIADCiso69v7+e4U/8G0mWE7oPzWf7FQBuEdq2wpqXS4j06hHSjeG0jfl8xOrrO23ORvZWEli9GoDMo49O+3oSwWjahnfsIBYMmk3v8K5dEIkguVy9elBXxpTJBNeuJbh2Hdknnxz37aJ6aGsVaoQ+i8XtRs7PR6muJrJ7N/KkSUT15wlrLw1tlZjKY59v5e4PNhBRVAo8Dv561lTmTdAGGkWVGF/vqGXBhko++a6SjXu9LN9ey/Lttdz13gaG5mRw5PhCxg/OZHuVn816OFtW134Lzy5b+P6BQ7h9/hSctsRen0y+exteuFgLbA+YD2c8qgW2AHY3HPEbeOdaWPhXmHa+dlk6MXy2vVGNAGDLgJLZsGMRbF8oQtsBhKQPI3MqEkErWDIcAKhqkGhEO2AiZWQg2WyE0P9vscQd3tgzDKftABpEtm+D9rFov9DWPdD0CKJp25dprkcACDY2itBWYBJr7Hi/VPaIpq1A0BYitBW04q0Fj3Ai0FjkYUphS1/tznWrqdq1A6vNzohABP+yZVT/618U/N//xb39yN5K6p5/TguQbDYypk1L7zfQD5BztfAlZT2C0bTNSb8eweJ0IhcUoFRVES4rI6OT0Na74GMAMg48ENugQWlfTyJYCwuRc3JQ6uoIb92Kc9IkAEKbdTXCqFFpdwCnE+fkKcCzBNatTeh2TU3b4i5YlaC7sJeUEKiuJrxrN85Jk1B6sR6hrC7ANc+vYuk2bY3HTRrEHWdMId/jMK9jlS3MGZXPnFH5XHfiRHbX+vnku0oWfFfJ4i3VlNUFeGbpzja3n+OyMabQw+hCD6OL3Iwu9DCmyENJrgvZkkKb/Ns34cUfQSwKk8+E+f/ShgI1Z8bFsPg+bXjQsn/BYb9K/v72p2EPVG0ApCYNQW9k5OFaaLvtc5j1455ejaC70ENbVwzqADL0x4YaIKrrESRJwpKTTdir7aS7snPifl0dkE3bSk1L1rpp27/0CKqiEGvsYBCZ/n41JkLbPol/v9A24G0gB1EUEGgYTVtLG499aNa09fvjPotTIBgIiNBW0IJNtZvY+83XAORNmNLq6yveeR2AyUcdy7CzhrDn99ex74EHcc2Zg2vGjFbXN1BVFf/SpdQ++xyNH38M0SgAnsMOw6K/ORc0YYQvqTZtzRfHLmjagta2VaqqiJSVkXHAAR1et/FDzWebeWzPqhFA25l0jB2Lf/lyghs3mqFt2BxC1jvVCAYZU/VhZOu/QY1GkazxPZVHypv0CIK+i23YMAKrVxPZrXltm/QIuT25rFa8vqqMG19bR2Mwissuc9Mpkzh71rBO34SX5Lq48OBSLjy4lEBYYcnWKhZ8V8meuiClBW7GFOkhbaGbPLc9/W/qv3kDXrpED2zPgvn/bB3YAljtcOT18NrPYNG9MPMSyMhJzxq2LdQ+Djmw5VCi3kbp4cAdTV5bsYMVF2VlZfzud7/j3Xffxe/3M2bMGJ544glmzZrV00uLDz209ejDyGJO7fGhxoKmHgG01mQoqLVl41UjQNNgs3BggDRtwz7t4A/AfmUJ3IXax37StDUCW2h7GJHZtK0ToW1fxL9f2B4Up7kLmmH6rLM6dtqiqqh+P5I7zWcwCQR9FBHaClrwyOpHGFGtSePzJkxt8bXqsl1sXbEcJIkZJ55KzpCh+BYvpuGNNym79lpGvfqq+WbLQKmvp/6116h97nnC27aZl2fMmEHueeeSefzxXf9N9UGsevgSTdVp28mLY6rYhhYTXLOGSHl5x+uorzcHz2X2sM/WwDFuHP7ly1t4bUObtdDW3kuHkBnYR47E4nIR8/sJbdmKc/y4Dq+vxmLUvfACDe+8AzSpLQR9E9swbShVWB9GZjTyrXn5Pbam5tT7I9z4+jreXK09L0wfnsO950xjRH7ib74z7DJHTRjEURO6qZ3/zevw0o+1wHbK2XD6w20HtgZTz4Yv7tV8lIvvh6P/kJ51bNN9tr1VjWBQMgusGeDbp/0MiiZ2fpsBTm1tLYceeijz5s3j3XffpbCwkE2bNpGb27sOunSIWwttc1TtALzi0MN6NYCi6xEA5OwcwtWVALgSeB9iDCIbMHqEqo2AqrVq3fs9j5uDyKq7fVldgaKHtlJGBpLd3urrhmpL6BH6Jv5G7ffmcLkJ+X0E9dPhBQIARW9it9WyB+15AYsFYjEUr68pxBX0GWIxhcUvPMPQ8ZMYOb2PHIjuA4jQVmCyqXYTH+z4gJv10Hb/tuHKd98AYNSMg8gdog3DGfzHmwisWk1k50723PgHht73DyRJIrB2HbXPPUvD2++gBoMAWFwusk47ldxzz8U5fr/puIIWGHoEJUU9QqyTF8dUsQ/V/g4iZR2Htt5PP4VoFMfYMdhLS7tkLYlieG1DG5uFtmbTtne7GSVZxjl5Mv5lywiuW9thaBv89lv23HwzwdVrAHBOnkzWCeJgSV/GXqINn4vs2g2AUq3tzKejaauqKtuqfCzZWs2XW2vYUxegMNPBoCwng7KcDM7WPh+s/9/taPk2YvHmKn794mr21AeRLRJXHjWWn88bjVXuvboRk/WvwkuXgqrA1HO0wNbSiQ/XIsNRN8LzP4QvH9YGlOktxKRR1SafbW8dQmZgdcDwOdp6t30uQts4uPPOOxk2bBhPPPGEednIkSN7cEVJoP+N58bCgJWwXXvfqKpBU48AWgAXsmqPIXciTdsMvWk7UPQIhs92fzUC9LtBZJ0NIhJO276LqqoE9EFkecUl7Nm8gYC3seMbCQYUsU4e/5IkYXG7iTU2Cq9tH2XH6pUsffUFcotLRGibRkRoKzB5ZPUjAIystQER7KNGmV8LNDaw/rMFAMw86XTzctnjZujf/sb288+n8cMPqbjpZoLffENw3TrzOo5x48g971yyTjnVFIwLOsYIX1LWI9QZoW3XNG2temMzUlbW4fUaPzLUCMd2yTqSwTFOCzqNpq2qKIS3btW+1subtgDOKVpoG1izlpwzz2z1dcXro+r++6l5+mmIxbC43RRefTW555+X8OBAQe/CbNrqegSjkW/NT7xpq6oq26v9fLm1miVbqvlyazWVjaG4b5/psDIoWwtxnTaZj77dC0Bpvou/nzON6cP7SHtw3Svw8k/0wPZcOP2hzgNbgwnfh+IZUL4CPv8bnHhnamup3gINZSDbYfjBqW2rOyg9XAttty+EOZf39Gp6PW+88QbHH388P/jBD/jss88YOnQoV1xxBZdddlm7twmFQoRCTY/LhoYebq/poW1BLARYCdoULICqBlrpEcJ6aOvKif+5wHTaDhQ9guGz3X8IGTRr2vaP0NYsE7Q3PV5/vxrzelEjESSbrdvWJkiNcMCPouvv8obqoW2jCG0FTZhDCDvQ9onQtm9Tvuk7ALzVVcJLnEZEaCsAmlq2mX6VDK/2guto1vxY89F7RMMhCktHMeyAlq7bjCmTKfrVr6i86y7qXngBAMlmI/OEE8g971wypk8XD9gEMabAp0uP0FVOW7Np24EeIRYI4P18EdB71AgAjrFamzZaUYFSX49SV4caDiM5HNj076s3kzFF99qubTmMTFVVGj/4kL233050rxagZZ54AoN+fx22QSk2AAW9AvswvWlbVo669QuUKm1n3mjod4SqquzQQ9ov9TZtRUOw5fZlC9OH53Dw6HzGFHmoagxR0RBib0OQvQ1BKhqC7K0P4gsrNIaiNFZ62VzZ5K07b/Zwbjx5YqsWbq9l04dNge2B58NpD8Qf2ILmcT36j/D06fDVv+Hgn0PO8OTXs+1T7eOwOWDvA873kUdoH7cvglhMO7VR0C5bt27l4Ycf5pprruH6669n+fLlXHnlldjtdi6++OI2b3PHHXdwyy23dPNKO0DXI+TFIgAEbFHcALEg0RZ6hGyzaZuMHiE8UPQIHTZtm+kR+sHjS2nQQrz2BhE1D3OVxkbz/bCg92MMIbM5M/DkaX+3Qa/QIwiaaNL2dRzaAiK07aNUbN4IQCQUJBwImAdhBanRR/aoBF2N0bI93ToLWIpt6FBzQJgSjbDq/bcAmHnSaW0GsHk/upjQpk0E160l69RTyTnzTPFGKwWaBpGlpkfoeqetoUdov2nr++IL1GAQW3Exjom959RZOTMTa/EQouV7CG3ebJ6KZ/9/9s47vK3q/v+vq2ktzzgemc5OyCYkQBgBwoYyWiirjNLSRSnlRwt00FJW4dsBtLR0QCm7tOwVRkhIAgEyCNmJnZ3YjveSZK17f3+ceyXZlm1JlmzZua/n8XOvpTuO9rnv8z7vz7hxg8KJGhZtd+5E9vkwWK34Dx6k+u67cX8kihiZR4+m+Je/xHniCQPZVJ0UYxo+HMlsRgkECPzlfEJNwwEpnIXdHct21PCLVzZzqMnb4XaL0cDs0bkcO66A48YVMGd0Llnm3j8Dre0BDqtibnVzOzWtPmaNyuH48cP68vD6l0A7vHWLKthenrhgqzH+FCFe7lkByx+ACx9Nvk271TzbTI9G0CidA2YHeBuhZgsUdy1iqhNBlmXmzZvHfffdB8CcOXPYvHkzjz32WLei7R133MEtt9wS/r+lpYVR6uDNgGB1EjLZwoXI3EYfDkQ8QqiTaOtXv0sSKURmVeMRfEdMPIJwJvUYj6DI4jPWOfN2kBHOtHR1Mz3aaMSQnY3c0kKoqVm/lhhEaEXI7Dk52NQic7rTVkdDkeVwIcL4RFu9iN1gQ1GUsGgL4G5q0EXbFKGLtjphly3AV4xzUfgMy/hINMLO1atoa2zAkZvHlIUnxTyGZDBQev99/dLeIwGjWpBEbm0V7s8YxRriobfA976iFbSSW1sJtbTE/BFuff99AFynL844x7V14kQh2u7cSahVdA46ZzlnKqbSUoz5+YQaGmjftAnPuvXU/fWvIkPabGbYt79FwQ03YMjKGuim6qQYyWjEPGIE/r17aW8wA+JzZeyhkNGbGyu5+YUNBGUFs1Fizqg8jh2Xz7HjC5g7Oi8ukbYzriwzriwzE4Y7k30oA8/qP4uq7a5SOPf3yQm2GqfeCY8vhi+fg4U3QWES2e1ySAi/kPlFyDSMZhhzHFR8IHJtddG2R0pKSpg2bVqH26ZOncpLL73U7T5WqxWr1ZrupiWEbB+OS64FoNXoYziA4iXgi4pHyM1JLtNWi0c4Epy2fg807hXrsURbkwWsOeBrFhEJg1y0leNw2hlzcoRoq+aj6gwOPC1NANhdOWQ5hWjbrmfa6qjIbW0is59IDEostChF3Wk7+GiqrqQ9Smx3NzaQXzpyAFs0dBjcc2x0UoLmsj19zOnkVqvC1TghXCmKwrq3XwNg9hnnYjTp2VL9gTEnB1S3Z7CxKaljKIrSa+B7XzHY7WGhKFZEghII0LpsOZBZebYaWVG5tv5dFcDgyLMFEdafNWM6APtv+A61f/wjSns79gULGPfaqxTedJMu2A5hzLlizNVbLwZ0jFkSkin2OOx/1uznpue/ICgrfGVWKRt/dSYvfvc4bjljMsePH5aUYBsTWe59m0yipQpW/kGsn34XWPqYuT7qGJh8rnDELbs3uWNUb4T2JrC4RE7uYGHsiWKpCc463bJw4UJ27NjR4badO3cyZsyYAWpRckjO4ThlcQHeZNAurmUC7RGhNTrT1paI01aLRzgSMm3rywEFbPmR/NrOaELtEChGphUi6y4eAaKKkTU19UeTdFKEV3Xa2nJysKlOam+rHo+gI9Bmf0pZWRh6MCPp8QiDl6ooly1AW1PfZgzrRNBF2yOcaJftd2d9F/8uUYhJc9oe2r6Fw7srMJktzDz97AFr55GGZDBgzM0FIJRkrq3S3o7i9wNgSOBiKVF6ikjwrFmD3NKCMT8f25w5aWtDslgnTgRExICvYhcAlkHitAWwzZgJgOLxYCwooPT/HmT0k//CGlVEUCc1hGSFtXsbuO/tbZz5xxV8699ru8QM9BsBLxa/GGTw+sQUaaPZD9Wbumz6+Ko93PbSJmRFZM3+8euzsVnSEP9R/j78YQr86WhY8zgEBui5SYSlv4GAG0bOhxmXpOaYp/4CkGDra1D5RWL7tlTCsvvF+tgTwDiIJkNpubb7PhFuYZ1u+fGPf8ynn37KfffdR0VFBc899xx///vf+cEPfjDQTUsIY/bwcDxCQ7AVgzqo7/dGLrQNUaJtck5bN4rqzBqy1KjRCMOninzsWDgKxXIIFCMLqSJed/EIECXaqiKgzuBAy7S1Z+fqTludLmif596MRAa7LtoOVqrKOw5Iu/tYm0cngi7aHuFEu2wn5U3Ct1uIttoU8XVvvQrA1JNOSaiIhE7f0fIpQw3JfeFpI5oYjRgc6cuT0SISYom2rR98AIDrtFMzMifWqjltd5ZHvfcnDGSTEiL7nLOxjBtH7uWXMf7tt8g5//yMi6AYzPiCIZZtr+GOlzey4L6lfO2x1fx9xS5m1r1BcMcSzn5oBe9sqkrZ+dp8Qe59ayuX/X01H1f0cHG++lHMFtH5ba8STjRjlgxr/xXeRFEUHvpgJ3e/uRWA75w0jvsumo7RkOL3RygA798Jz34N2g5DfYXIiP3jUbD8t+CuT+35UsWhdSLGAODs33YvliRK0TSYealYX3p3fPsE2mHF7+BP86D8XXHb3KtT057+omRWZAp31ZcD3ZqM5phjjuGVV17h+eefZ/r06dx999089NBDXHnllQPdtISQnEVkq6JtW6ANi03EpPi9kamRAbMJRf1s2RIpRKZm2iqyTNDnS1WTM5Nwnm0PcSpaMbIh4LQNxyPE4bSVddF2UBGOR8jO1jNtdboQz2cfIk7bUJueaTvYqN4lnLZOtTCyW3fapoxBZOPQSTWdXbay202wSggQ1nHjaKyupGLtZ4AoQKbTv2iV4INJFiOLHtFMp5AXcdp2jEdQZJnW91XRNgOjEUAUHcNoDHckMJuxjB7A4i4JYh03jvFvvzXQzRhStLQHWL6jlne3VLN8ew1uf8Q16Moy8d1RB/nBgb/jw8Ks9r/xvWfXc/n8UfzyvGnYLcn/pL63pZpfvb6FquZ2AD7d/Rnnzijh5+dOpTTXFtmw9TCs+iNmp2iXogoaJqsMG1+E03+DYnFwz1vbeHzVHgBuPWMSPzhlQuq/B5oOwP++CQc/F/8f820omACfPipyYpffD6segtlXwHE/gIIMcbErCrxzu1ifdTmMODq1x190O2x+CXYthb2rhGu2u3ZsfxPe/Tk07RO3jZwvRORUtyndGIxw3PfBZAVX8UC3JuM577zzOO+88wa6GX3DEXHaugNtWO1O2lsbCfgiF9o+dZDIHAph7Ca+JRbmLBuSZEBRZHxeD+ahHPVTqzqTCnso1KrFI3gydBAsAcLxCD1l2ubqTtvBSKQQWS5ZqpM60O4lFAzo8Xo6UZ/9ngfwDE4xACi7j4B4nCFEMBCgdq8wQI2fdyxfvv+27rRNIbpom4F4W1vCWUDp5G8b/wZEXLbeTZtRgJaS4bz//JPsWL0SFIWxs+ZSMHJ02tuj0xGjWjE3WadtPMUeUkFYtK3s6LRt37iRYG0tBocD+7HHprUNyWKwWLCMHYt/l4hGsI4d220u6JCg8gvY/DLMuSq5IklDEEVRONjoZUV5Le9tOcwnu+oIhCLTcYuyrZwxrZgzjipiQVkBlucuAsCKn1/N8fCzDVae//wAn+9p4JHL53BUaWIzEqqavfzqtS28t/UwAGMK7BxbVsB/1x3grU1VfLi9hh+eNoHrTyjDajKKrFR/G5ayGbAqcgFvzHaC/wDyppf42b45vLDmAAC/On8a1y0s6+vT1JXtb8Or3xP5q9YcuOBPME0d3DvmW7DtNfj4EajaAGsfh7VPwNTz4PibYNT81LcnETb9TwjNZgec9qvUHz9/HMy9Rjzupb+Bb77b1cl7eAssuT2SAesqgdN/I2IaBqtbftHtA90Cnf7EGRFtg4ofi024o4K+yIV2u3q/NRBC9nox2GxdjxMDSZKw2G343G58HnfYtTMkqd0mlkeI0zYUrh7f/W+lIZxpq4u2gwlvOB4hhyy7Izzw4m1tHdqfYZ24CBfH7i0eQc+0HZTU7ttNKBjE5spmxOSpQrRt0kXbVDGE1YnByeZl7/PuYw9z+g0/ZOZpZ6btPOWN5by3N+Ky9ba1sv7t19g8aRRtNgssFw7J/NKRLLr622lrh073aPEIwSRHqTSHgiE3vbEWWjyCv1M8ghaN4Dz55B4D5wca68SJYdHWMkiKkCXNW/9PTAtf/SjMvwEW3Qa2vIFuVb+iKAq7atv4bE8Dn+9pYM2eBipVd6vG+EIHZx5VzBlHFTNzRA4GLVLg0DrYvTy83eWF+xh9/Vn8+D8b2FXr5qJHP+G2s6fwzYVje3W1hmSFp1fv5Xfv7aTNF8RkkPjOyeP44akTyTIbueb4sfzq9c2s2dvIg0t28L+1B3nwJBPzvngaAPNFv4GnIxmYpvGzgQMceP9RXmj+FQYJHvjqTC6Zl2LneNAPH/xauGlBFMv62hOQHyUMG00w/atw1MXCafrJn8S0/21viL9Rx8LxP4TJ54Chn1Oa/G74QBVqT7wFskvSc56TfgIbnoMDn8HOd2HyWeJ2TwMsu08IuooMRissvAkW3gxWZ3raoqOTDqIKkQGY1BzaoD9yoe31i+9WSzBEqLk5btEWRDEyn9uN3zOE3VYBLzTuFeuFU7rfTitQ5q5Ne5PSjRyeBebqdhs903ZwomXa2rJzkAwGrE4n7a0ttLe26KKtTtxmIl20HZxUlYtohOIJk3Con/e2Rj0eIVXoom2GUblTjLjvWvdZWkXbv238G4qicK55IeVPv8bbn39CKBAAmwWjJDH5xFOYceoZjJhylJ6ROUBo8QihpOMRtB/HNIu2qtM2GBWPoCgKLe+/D4Dr9MVpPX9fsU6aSOuSJWJ9EOXZJozfDZUbxLoSgs/+CpteFIWT5l4jpjdnGF5/iC8ONPL5ngbW7WvEF5Apyc2iNNdGaY5YluTYGJFrI9tmivldFQzJbKtq5bM99azZ28CavY00uP0dtjEZJGaOzGHxtCLOmFbMhOHdiGcr/yCWtnzwNsC+j1l46s9ZcvNJ/PR/X/LBthrufnMrq8pr+b9LZjHMaY15mC2Vzfzslc18eaAJgLmjc7n/4plMLo5cxE4rzebF7xzHqxsOcd/b29ld14bnjd+CUcYz4Tzs007FmJdHSO0QyRMXEqhcwhjfDmYZ9/Ldyy7m7BkpFiQb98J/r4PK9eL/Y78Pi+8CUzeDMpIEZSeKv5ptsPrPIsLhwKfwn09FlMJpd8LUr/Sfu/Tjh6HlEOSOhuNuTN95sktgwQ3ifB/eDeNPhXVPCqd0e5PYZupX4Iy7IW9s+tqho5MuHMMxAjZZwWuQMNrF913QHxFZvc1NAFhV0dZcHH90hsUWKUY2ZKkrF4M3tjxwDu9+O81pOxQKkbXEEY+gFq3TRdvBhUf9vNvV18/mdNHe2oJXL0amQ3zRKBAl2uqZtoOK6goR9VMyYTKOXDXTVo9HSBm6aJthaIHN1RU7URQlLYLppn3rqVy6mosPlJLtOch2DgKQazRTuq+S2d+8gZLrr0/5eXUSw9jnQmTxTUPpK+YRwmkbam4m1NaG0enEV15OYN9+JIsFx4knpfX8fcU6cWJkfSg7bQ+tE2Jt9gj4yp9gyR1QtwPe/DGseULkaHaXvdlPtLQHWLe3UXXB1rPpUHOHqIKesFuMqoibxYhcG3kOC1sqW1i/r5E2X7DDtlaTgbmj85hfls/8snzmjM7tPY+2ZrvIHwW44FF44XI4uAYCXvIdNv5x9Tye/nQf97y1jWU7ajnroZX84dJZnDSpMHwIjz/IQx+U8/iqPYRkBVeWidvOmsIV80dH3LxRSJLERXNGsnhqEW+89BQnlW/Cp5i4YMdivrK0nHNHjgyLtn/f7mOm4xguMH7CX6d8SemMFFei3/o6vHajKDSVlQsX/hWmnBP//sOniuft1F/CZ38TTtP6Cnjxaph4Jpzzf5A3JrVt7kzTASGiApxxD5jTnJO58GZRHO7wZnh4JrSqReuGHyU+b2WZ/d2oo9MjqsjokmW8BiOSTQzehIIR0datijiWQDDhqe5W1bnr9w5hp204z3ZKzwNXWqZtphZ2jBNFUcKireamjYXutB18KLKMt1W8tlrh6iyXC6qgXS9GpkNkwKZXp61Td9oORrQiZCUTJuHIExqGz+Mm4PdhtsQ2sejEjy7aZhjupiZAjFa21teSPayHkfcECQUDLPnLQ2xb/RFHy+LDZM6yMXXhycw49QzafngzgfoWXFN6mKKl02+Y1EzbZOMR4q3S2VeMTieGnBzk5mYChyoxTp4UjkZwHH88RvXHN1PJmjQpvG4dP4RF2/2fiuWoBTDhNPjex7DmcVh+HxzeBE+eC9MuFM6/3OQyrGtbffiCIYwGCaMkYTBIGCRtHbGu3maQoNETYM1eEVPw+Z4GtlW3oHTSaIuzs8LiarbNTFWTl6rmdg41ealq9lLZ1E6D24/HH6Kipo2Kmq4j864sE/PG5DG/rID5ZfnMGJGDxZTgtPyPHxLLKefB5LNFBmlrlRBuy05CkiSuPm4s88vyuen5L9h5uI2rn/icb59Yxk/OnMLHu+r45aubOdjoBeDcGSX86vxpDM/uXTh0mSWuaBQZ5O86L6C8fji/f38nOW4rx6jbrG2G3a4zuIBPKD3wFvhawdr99NO4CbTD+7+Ez/8u/h85H772eNLvEVzFsPhXIprg44dFobLyd+EvK+Hk20TBMmOaCpZ88CsItsOYE4TLNd3Y80WG77J7xHvFlqc6268VERI6OoMZVbTNlkPUYAS7eE/LQW94E60wkXDaNiV0eKtd9B18QzkeIZxn20u/26EO/g1yp63i8UBIFNE0unqIRxigQmSBwzXsv/6b5F1+OflXXtmv5x7stLvbUNQMa5sqytmc4jX2trUMWLt0Mge5Nb7rUqMejzDo8La10lglZtwWTZiE1e7AZLYQDPhxNzaSW6QXqO0r+lVDhuFujkyFr67YmVLRdt/GDWz/+CMkoDbXx+Lzv8FJiy/BkmVD8ftp3L8fGOLC1SCiz/EIqqult2koqcA8ohRfczOBykNkRYm2mR6NAGAeORLLhPEo/gCWsWMHujnpQxNtRx8nlkYzHPtdUfho2b2w7l+w9VXYuQQW/kj8WXoW3NsDIVbvruejHbWs2FnL7rq+d7DKhjmYPzafY8ryWVCWz8g8W68zDrz+EFXNETG3sslLXZuP8YVO5pflM6U4G2MMJ2vcNO2HTf8V6yfcIhxRY08Qt+1d1cExOaU4m9dvPIF73trKM5/u5x8r9/D6l5UcbvEBMCLXxt0XHsWpU4riP//6J4Ur2pbP+Tf+HnZ6ufetrewy5YRFWyUnl1u+dSG89hzU7RRtm/fN5B8zQMNuePEaqN4o/l/4I+GUTYWoanUJAXPGJfDmLbBvlRBVN74I5/0RRi/o+zmi2bcaNr8ESHDW/f0Xx3Dc98Xz6CgQ7x27nuunM0SwOAiZ7OFcW9kmInYU2YsckjEYDXjUPq2WaZvQ4Y+EeIRop21PhOMR6kFRBm2xQs1ph9mM1EO+8UA5bd0rV+Cv2EXdo38h77LLkIyZFxuVqYQHaBwOjCbRR9CKant1p60OScQj6KLtoKG6Qrhs80pKw4M1jrw8mmsO425s0EXbFKCLthmEIst4VKctQFXFTiYdG/90ZUVRCMpBgkqQoBwkJIci60qIbZuEaFMxog3bV+ayeNHV4X39+/dDKITB4cBUlICYoJM2+h6PoI1o5qaqSd1iGTEC39ZtBA5V4j94CN/WbWAw4DzllLSfu69IRiPjXnkFFAXJnCaH30Ajh+DA52K9sxjmKIDz/iAEviW3w96V8NED8MUzopr99K+GLxAVRWF3nZvlO2r5aGctn+2uxxeUw4cySGA2GpAVBVkRxbZ6QpJgcpGLBWX5zC8r4JixeXE5TztjsxgZV+hkXGGaCjl98ieQg1B2Mow8WtwWFm0/7rJ5ltnIPRfO4MSJhdz20kYOt/gwSHD9CWXcvHgSDmsCP73tzaJwFcApP0Oy5fGVWXmcOmU4r9+7DXYuBeB33zqZSaNy4ehr4d2fwdon4Ojrkr+4b2+Bpy4QgrUtHy76G0w6I7lj9UThZLj2TVG0671fQM0WeOIM8TgW/zo1hfJkWby3AeZeDSUz+37MeLE44KK/9t/5dHT6EdkxHKcsLqwDNvF9ryjtBAMyFqMhnHFpDYYIRfVv4+HIiEfYLpaFk3veTitEJgdFJvYgLSAaPT26p8FYTbSVW1pQQqF+E0+DatxQqKEBz9p1OBbM75fzDgW8aiSbPTs3fFuWKt6065m2OkR//nuutaKJtiFdtB00aKJt8YTIb5kjN1+Itk16rm0q0EXbDKLd3YYcimQvah+Anrhr9V28sesNAnIAWZF73PbMT4soIYvDeT5+O+u7He7zVewCwDJunF54LEPQ4hFCzc1JdVr7K9MWwFwqcm0Dhw7R+oEoQGafNy/8GDKdISvWatRsBX8rWFwiTzMWxdPhmjdg2xvw3s+FWPfS9QQ3v8qymb/jo/Jalu+oDU/v1yjNyeLkycM5eVIhCycU4Mrq+FzKsoKsKIQUBVkmal3BYjL0niU70LTVwPqnxPqJt0RuH3uiWB5cIyIEYuSjnnlUMTNH5vDftQc5dcpwpo9Ioijgyt8Ld9WwSULIVHFaTVxwznz2v/gXACZOGiXumHU5fHAXVG+CQ+sjInOiLLlDvAdyR8N1SyBnRHLHiQdJgjlXwqSz4P07YcMzomjX9rfgzPuEG7cvv0tfPgdVG8CaLZzCOjo6KcHgHI7LL/qPbWYx7R3FSyggQ1akmrwlGEJO1Gk71OMRAu3ChQ8i87snTFbx++1vFbm2g1S0jbd6fPh+RUFubcWYm5vmlgmiZ7a1vv++LtomgKelCQBblCAXcdp2H4+gKAqHfnQzBqeT0vvuTWsbdQaW8HVpL/EIBqcwYMhud9rq++ikliq1CFnx+EjkoJZr29aY3IxhnY4kGOqXHh599FHGjh1LVlYWCxYs4PPPP+9225dffpl58+aRm5uLw+Fg9uzZPP300/3Y2vShFSHTqN5djqxmP8WiorGC/+38H76Qr0fB1mQwYZOyKGwWIdALjzmbSXmTOmzj2y063dZx45Jtvk6KCXdSFSVhhwqA3Nw/mbYA5hFC0AlUVkaiERZnfjTCEYMWjTByXs9ZmpKEb9K5fH7OEj4Z8z2CGDHteIP7nnmTZz7dz8FGLxajgRMmDOMX507l/R+fxMe3n8r9F8/grOnFXQRbAINBwmQ0YDUZsVmMOKwmsrPM5NotmS/YAnz6V5GDOuJo4bTVyB8HzmII+YRw2w0lOTZuOm1icoJt415xfhCFszrFElgnTUSyWLCUlSGZ1OfSng9HXSjW1z2R+DlBiKUbngEk4bBNp2AbjaMALnwUrn0bhk0Gdy28/G14+kKo35XcMdtbhIgNcPJPwVnY8/Y6OjpxY3QNx6nmWDYhBvQUWThtFUUJzx6zJhGPYB3q8Qj1FaDIkJUDzjhmuIWLkdWmt11pRHPaGbJ7zluXLJaI264fIxJCjR1FWy2jVad3tHgEe5RoG4/TNnDoEK3vvUfzyy8TTHJmoc7gIHxdGmc8AsEgit+f7mbp9BFFUcJGw5KJEX3JmSd+s3SnbWoY8Cvm//znP9xyyy089thjLFiwgIceeogzzzyTHTt2MHx41zzX/Px8fv7znzNlyhQsFgtvvvkm1113HcOHD+fMM88cgEeQOjTRNr90JG2N9fi9XuoPHaBw9NiY2z+z7RkAThl1Cr889peYDCaMBiMmySTWJSMGyYAkSRzeXcEzb92M1e7gB2f8osux/LvEaL9Fz7PNGCSTCWNODqHmZkINDZgKChLaP9I57j/Rtn3zZgKVIojctfi0tJ9XJ04659lG4QuG+PJAM5/urmf1rnrW729UIw9O5FnzChYat3CBczsN049l0eRCjh1XMDjE1lTQ3gxr/inWtSxbDS3XdvP/1FzbE1N//g9+DSE/jFsEE7tGE5jy8yl75WUMnQu6HH0dbPwPbH5ZOFWzEhCM22rh9ZvE+vE/hDHHJ938pBm7EL67Cj55BFb8H+xeDn85TrRn7tWQNyb+Y638PbhrIH88zP9O2pqso3NE4izCdVgIW/VKOyUA+PF5fFhtMsGAuOC2BEPhnP14sWjxCEPVaRuORpga30wC+zAxkDeIi5GFmuObHg0iIkF2u/tVtI0u/Bs8fJj2TZuwzZrVb+cfzGiuentOtNNWLUTWQ6Zt4FBleN1XXoFJdzcPSRRFIaS+Dwy9xSOo3/0g3LYGqzWtbdPpG801h/G2tmA0mSgcEzH/OXKF09atO21TwoBfef/hD3/g29/+Ntdddx0Ajz32GG+99RZPPPEEt99+e5ftFy1a1OH/H/3oR/z73/9m1apVQ0a0deYX4MjL58CWjVRX7Iwp2ja2N/Lm7jeZdFDhW4yj8NSe3UOVO0WF2pKJk5EMXQ3Wvt1CtLVO0EXbTMKYn0+ouZlgQyOJ/mRpHd3+yLSNjkcAyDrqqPBtmU59m4/nP9+P0WDgmyeMxWoagoUnDnwmlqMX4A/KfHmwiU931bN6dz3r9jV2yKUFGOa0ctz4AuzKYti5hZvHHYILpg9AwweYNf8EX4soEjP5nK73R4u2qWb/Z7DlFUASLttuLupjFo4cfaxoc+12Udhr/rfjO6eiwBs/EqLA8KNEobCBwmSBk26F6RfDW/8Pdn0IK38n/krnwLQLYdoFkF/W/TEadsOnIj6CM+8Tx9TR0UkdzuG41OzyetmjirbgaW7BqP6WmkwmTLKSuNNWi0cYqpm28ebZami5tu5BLNomENtlyM2Bysp+dto2iXPn5CA3N9Py3nu6aBsnYdG2g9NWvM7tPcQjaNcNAL6Kcj2SYogiu92gzh7ubQaoZDQi2WwoXi9yWxsMkqi9IxUtGqFw7DhMUXGDDrWgeltj/YC0a6gxoKKt3+9n3bp13HHHHeHbDAYDixcvZvXq1b3urygKH374ITt27OCBBx5IZ1P7BU20deTm4SoYxoEtG6mq2MGMU7s6rP6787/4Qj5+/I4Rc93fcE89Hsf87n/oKneKzmHppK65WYos49+zB9DjETINY34+7NlDqDGxqQWKokQVIus/p62G6/TT037OvrKv3s0/V+7hxbUHwqLlaxsO8ftLZ3FUaRJT2WPQ0h7gj+/v5INth3FYTOTYzOTZLeQ5RDxAnt1Mrs1Crt1MnkP9327BlWXCYjQkleMUCMlUN7dT2eSlqrmd5uo9XNN8gBAGvvqaj+0N79Ie6CzSWlgwroDjxhVw7LgCxhc6xLkrJdj5MOxZCaFAl+n5Q5qANxJNcMKPIcZgVzy5tkkhy/Cu+rs45yoonpHY/pIk3LZLboO1/4JjvhWfk2vDs7DjLTCY4eK/iRzFgSZ/HFz1Mmx9FdY8Dvs+hsovxN8Hv4KSWULAPepCsW007/1SOJXHnwqTBvegro5ORuKMxCM0B1qRDDYU2YunpQWjUXzn2O0inzDpQmRDNR5BE217y7PV0ETbQey0lVs0p13P8QgQKUaWqEO7L2jxCLkXXkDDv5+i9f0PGH7rrXqmZhx41aKDtqhCZJrTtt3d1u1+2uw8AF95eVrapjPwaJnmktmMFIdz1uB0EPJ6hdirk9GEoxEmdByAdGpO2ybdaZsKBlS0raurIxQKUVTUMcupqKiI7du3d7tfc3MzI0aMwOfzYTQa+ctf/sLp3YhEPp8Pn88X/r+lpfvRvoFGe1Pbc/MoniAyQWIVIwuEAryw/QUA8lpEZ7ntw2W9iLbCaRtLtA1UVqK0tyOZzZhHjuzbg9BJKaZ88YWXaM6T4vFAUBS1649CZMbsbAwuF7I69cV1eubm2W482MTfVuzmnU1VqAYhZozIobLJy/bqVi7488f86LSJfG/ReEzG5GK/FUXhrU1V/OaNrdS0+nrfIQZGg4TNLHJg7RZjp3WTWDcbsZoN1Lf5qWz2UtnkpabVh6JEjnO+4ROuscAWeQwbDov3RIHDwrHjCjh2XD7HjS9gfKEz9kVJ8UywF4hCWAfXwpiu8QpDli+eEdmBOaNh+ldjb1MwXmQRth2GQ2uF8zYVbHkZDq0DsyN5t+usr4t4hZotQlQe1Yt7pXEfvKPObjnlZ4kLxelEkuCoi8RfWy1sfwO2vAp7V0LVl+Jv6V3i/TrtArFd80HY/iZIRjjz/r4VMtPR0YmNIyLatvnbMJhshPxePM3NaLVTtWJEiTomLeFM2yHqtK1J0Glr15y2g9e1FG/1eIjMEutXp63a18654AIaX/gPgf378e3YQdaUKf3WhsGKp7VrPEKWK5Jp211BqQ6ibUVFmlupM1CEI/tycuIaBDHaHYSo00XbQUC4CNmEjvWSNKetO0HjmU5sBjweIRlcLhcbNmygra2NpUuXcssttzBu3Lgu0QkA999/P3fddVf/NzIJPFFOW+2NX3dgH4H2dsxZEQfXkr1LqPXWMsI4DIO/GoC25cspuv22mMdta6inpbYGSTJ0+UAB+HeJAi+WsWMjxWx0MgKj+oUXXdE2HrQfR8xmJJst1c2KiXnECHzbt2MpK4s9ZXsAURSFFeV1/O2jXXyyK3LBc/KkQr5z8jiOG1dAvdvPz1/ZxLtbDvN71R37+0tnM2G4M6Fz7at388vXtrBipygWUjbMwW1nTcZhNdHoCdDs8dPoCdDo8dMUtWxSb29pD6AoEJIV2nxB2nzBhB+vxWigJDeL0hwbX/cegkawlC3kyeOPYVS+nXHDHPE5RwwGkae6+SUxPf1IEW1DAfj4YbG+8KbuHcbhXNuXRERCKkTbgFeIrSAcvq7i5I5jyxPRAhueFW7bnkRbWYZXvy8qk486Fhb+KLlz9gfOQpj3TfHnrhPC7JZXYc8KqN4o/j68G0zqb+Yx34Lh+gW3jk5acA7HpYq2nmAbRlMpIX8D3tZWjEYxFdauum2SjUfwD8V4hKBPxLeAiLKJhyHgtE0kHiHstFUdnOlG9vvDApF5xAgcJ5xA29KltL73vi7axkFPhcjkUAi/1xP+TEcTLdr6yyu6FXd1Bjch1WUfr5FIK0ami7aZTSgYpGaP0JFKuhFtva0thIIBjKYjaLZmGhhQhW7YsGEYjUYOHz7c4fbDhw9TXNz9harBYGDChAkAzJ49m23btnH//ffHFG3vuOMObrnllvD/LS0tjBo1KjUPIMV0iEfIH4YzL5+2xgYO793FyClHAUJ8enrr0wBcUXoeIIrk+PfuxbdnD9ayrvl+leViNH/Y6DHh6WbR+PQiZBmLUXXahhJ02obzbLOz+63zYxk1Et/27bgWZ47LNhCSeWtjFY99tIvt1aLDYDJInD+rlBtOGsfUkkjnYZjTymNXHc2rGw5x52tb+PJgM+c+spKfnDmZby4sw2Do+Xn0BUP8/aPd/HlZBb6gjMVo4PunjOe7J48nyxx/Tm5IVnD7g3j9Ibz+EB5/CG8giNcv4/EH8QbU2/whvIEQ7YEQeXYLpblZlObaKMmxUeCwRNr72K0ATJm/mCmTuxZ37JVxpwhRcvcyOPXnie8/GNn0P2g+AI5CEU/QE9GibSr49K/i3Nkj4Lgf9O1YR18nRNstL8NZ9wkhN+Y5H4V9q4Sz96K/gmGQ5Do7hsHR14o/d70QcLe+Bns+gmC7eLyLumbj6+jopIioTNv2kBujWfQx21tbkRBFyBxqEVWlvR25vR1DVnwxMlp/dUg6besrQAmBNQdcJb1vD1FO28Er2mrxCPHEdkVE2/5x2mrRCBiNGFwuss84XYi2779H4U0/7Jc2DGZiZdqaLVZMFitBvw9va2ts0TYq0zbU3Eyorg5TYc91WnQGH4kM2EBEtA21dR+toTPw1O3fSygQIMvhJLe4Yy0bm9OFwWhEDoVwNzWRPUz/XPeFARVtLRYLRx99NEuXLuXCCy8EQJZlli5dyo033hj3cWRZ7hCBEI3VasU6SKoOhkXbHHFhXTxhEhVrPqW6YmdYtF1fs55tDduwGq2cnX8CdapoC9C2/KPYou0OLRoh9kixb7cYIdHzbDMPkxq+HkxwakG4Qm9OarJZ42HY976HqXA4Bd+6Pi3Hl2UFf0jGH5IJhhSCUeuBkExAXQZlsb6lsoUnVu3hUJMXALvFyGXHjOb6E8sYkRvbfSxJEhfNGcmx4wq47aVNrNhZyz1vbeO9rYf5/SWzGJXfddADYPWuen7x6iZ21YoR4YUTCrj7gumMK0zMpQsiFiE7y0x2VgpGJNtb4PAWsT7q2OSOMf4UsTy0DryN3Qt/QwVZhlV/FOvHfh/MvTjVU5lrGwpECmed+kuwxH6/xc3IeVA0HQ5vhi//A8d+t+s2h7fC0t+I9bPu65oLO1hwFMDR14g/T4NwhhcdBXa9gIWOTtqIikcIKh5M6ndWu7sVRWkXmxQUgtEIoRCh5pa4RVuLKvAE/T5CwSDGoTQTLLoIWbwD60PCaatOkXbFL9rK/SzaGnNzkQwGnIsWgcmEr7wC3+49WMf1UPTyCEcOhWhvE4K8vVPx4yyXi7Z6nyhGVtTRkKXIMoFqMWPU4HAgu934Kip00XYIIofjEeIUbZ3i+kl32mY2VeWRaITOJjHJYMCem0dbfR3upgZdtO0jA94DuuWWW7jmmmuYN28e8+fP56GHHsLtdnPdddcBcPXVVzNixAjuv/9+QMQdzJs3j/Hjx+Pz+Xj77bd5+umn+etf/zqQDyMluNUpQI7cXACKx0dEW41ntj4DwPnjz8fuCXXYv235cgquu7bLcXvKswXwh522g/RifQiTfDxCYiOaqSBr2jSK75yW8uMqisJzn+/ngXe209KeeFTAMKeFa48fy1XHjiHXHl/1+JIcG/++7hie//wA97y1lc/3NHDmQyv4xbnTuHz+qPAPU12bj/ve3sbL6w+Fz/XL86bxlVmlmTG96+AaUGTIHQPZcbp5OpMzEoZNgrqdYgr6tAtS28ZMY8fbULcDrNlwTBwDEAUTonJt18HYhcmfu/x9kaPrKIQZX0v+OBqSJFyob98Ka5+ABd/pKBAE/fDyDaJY18QzYe41fT9nJmDPT83zp6Oj0zMWO3ajEGFlyYvJKi60fe5WQgHhkHLk5mLMySHU0ECouQlzUXwzPixZkQEzn8fdwcE36NHybBOJbrELx/JgdtqG+6bxOG1zxesdTLCAXbJooq1WS8KYk4Pj2GNxr1pF6/vvY/3ODf3SjsGIt7UFFAUkKZxjq2Fzumirr8OrirrRBGtrIRAAkwn7McfQtnw5vvIKHMcdIVFcRxBhM1Gc3+OReIQhONNiCFG9S2hUxRNiZ7M7NdG2MTEdQ6crAy7afv3rX6e2tpY777yT6upqZs+ezZIlS8LFyfbv348hqmq32+3m+9//PgcPHsRmszFlyhSeeeYZvv71rw/UQ0gJoWBAjEISyf8qmSg+AFWqaHuw9SAfHvgQgKumXkXoEzG6YSotIVhZhWfdOkItLR2EuqDfz2HVSRtLtFUUBd9uIdpmWg6pTvLxCImOaGYq9W0+bntpEx9sO9zlPqNBwmSQsBgNmIwSJqMhsm6QyLaZ+drRI/nq3JEJxRNoSJLEFQtGc8KEYdz6vy/5fE8DP3tlE+9uqea3X53B8h21/Pad7TR7A0gSXLlgND85cwo5tgzK7Nn/qViO7mMHePypQrTdtWxoi7aKAit/L9bnfxuy4uhcShKMWSgiCPau6ptou+FZsZz59e5zdBNl5qXw/p1CiN6/GsYcH7nvo9/C4U1gy4ev/Ekv1qWjo5Mw9qwCQEaRQpisQmht97Ri8GqFiaJE2wQEOKPJhMlqJejz4fd6h5ZoG3baJiDaOqLiEVSBbLAhJ5BrGXbaNvWP01Yr+GvMjcwmcp1xeli0HaaLtt2iRSPYnC4MneKVbFoxstauhcADh0SerbmoCOvkyapoW57m1uoMBMnGI+hO28xGc9p2zrPVcOQVAOW4m/RiZH1lwEVbgBtvvLHbOITly5d3+P+ee+7hnnvu6YdW9S9agLvBaMSmBrcXjZsAkkRL7WE8zU08t/M5ZEVmYelCxueOp6HpMwBsRx2Fz2bHv2sX7lWryD7nnPBxD+/ZhRwKYs/JJaeoa05wqL5eTD2SJCxjx6b/geokRCQeIUGnbYIjmpnIip21/L//fkltqw+L0cBPz5rMZfNHYzZKmA2GXjNmU8XoAjsvfPtYnvh4Dw++u4OPdtZywgPLCKk5ftNKsrn3ounMGZ2BsQEHNNF2Qd+OM+4U+OwxMeV8KLPnI6hcL4pYLfhe/PuNPUEVbVcCsQtC9oq7DnYuEeuzr0zuGLHIyoHpX4UvnhYFyTTRdv9nkRiI8x8CV1Hqzqmjo3PEkO0cjqRUoUgSiknEkQW8bYQCEdE2lGQ+qdXuIOjz4fMMsQv3WnGhS2Fsd1JMtExbOQC+lvgGFTOMcDxCQoXI+iseoUmcNz8SqeM67TSqf30X7Zs3Ezh0CPOIEf3SlsGGtyXyWe9MllO81rGctlqerXnECKwTJwLgq6hIUyt1BhLNTBSPyx6iRFs90zZjaXe30VB5ECBmoXsAZ564Nm7TnbZ9xtD7Jjr9gZZna8/NQ1KdxVa7g/zSkQDs2bGRl8tfBuCqaaIwjuZYMObm4jplEQCtnUTuSDTClJjTtbUiZOaRI+POGdPpP7TOY6ixEUXNjYuHcCGyfsy0TRXtgRB3v7mVq5/4nNpWHxOHO3n1Bwv51onjcFpNWE3GfhNsNQwGiW+dOI63bzqBWSNzCMkKDouRX543jddvXJiZgm0oAAfXivW+Om3HngAGMzTti1S8Hoqs/INYzr0anAlkL0Xn2gZj56v3ysYXQQ5C6RwoSnHMyDwRN8TW10Teq68NXvmOiM6Y+fWh7Z7W0dFJKyZXEQ5FDGKGTCKCyO9141EjvzSnLSSeT2qxiYxc/1ASbYN+aBAz4CiMHVsWE4tdFIuEQRmRIPv9KO0i5zget52hv0VbzWmblxu+zVRQgP3oowFo/eCDfmnHYET7rNtivK6a09bbGkO0rVSdtqWlWCeKAuO+igoU9ftEZ+igmYniybMGMDh1p22mc3iXGGDJKSrudiaMI1foGO7G+n5r11BFF20zhM5FyDQ0u/nKNW/hDrgZlzOOhaVi+m14VDg3TwTmA+6PVqCEIlm3WhGykondFCFTP3B6EbLMxKiOUBEKhUcp42EgMm1Twc7DrVz46Mc8vmoPAFcfN4Y3fngC00oz43FMGO7ipe8dzz+vnseHty7i+hPKMBkz9Gu0ehMEPMKNMywBN08srE4YNV+sp8ptu+ZxePwMqN+VmuP1lYPrhNPWYILjE6wUPWwiOIZDsF3k2iaKokSiEVLpstUonQslsyDkgw3PwXu/gMY9kD0Czn4w9efT0dE5cnAW4VIHlf1GMYHP52kOu2PtObnhfNLEnbZCtPV5valq7cDTsEsM0FmzIbu09+2jcai5tp7BdwEcFuwlKVxkqCeMqmsz1NyckGkhWULqdVi4363iOv10AFreez/tbRisaPEI9uzcLvdpTtv2thjxCFGiraWsDIxG5NZWgjU16WuszoCguezjvS416vEIGU9VhVqEbHxsly2AQ/0+1XSuTOfTl//DU7fdxMalSwa6KV3IULXhyCMs2qpFyDS0D8K+nZsBuHLqlWHHbLTT1jZ7NoacHELNzXi//BIQebVhp+3k3oqQ6Xm2mYjBYgl3boMJFCOTmxObhjLQKIrCvz/Zy/l/WsX26lYKHBYev2Yev7lgelJ5tOnEZDSweFoRRdkZ7kzX8mxHHQuGFHzVjz9FLHct6/uxAl744C448Bn899rk3ampZJXqsp1xKeSOTmxfSYpk2e5dlfi5qzfC4c1gtIgog1QjSXC06rZd+TtY9y+xfuFfwJab+vPp6OgcOTiG41RFtXaT+K3xuYVr0WA0kuVwYlT7tqEE80mtdnHhPqSctjWiX07h5MRzae1RubaDjJDqtDRkZ4dnFPZEuP8qy/0i3GgxZKa8/A63u05fDIB3/XpROEunC5F4hK5uux6dtuF4hFIMFguW0aLv5SvXIxKGGknHI+iibcaiFSEr6aYIGUSctm2NgyPTtv7gfmr37sbvybwCeLpomyFoAc2O3E5OW7UYmbNeJseSw/njzw/fFy3aSiYTzpNOAqBtmRBVmmtEFq7BaBL5uDHwqUXKrON1p22mEolIiP8LL5IblvnxCLWtPr755Bp+9foWfEGZRZMLWXLzSZw2Vc/Y7BOpyrPVGHeqWO5ZAaFg34617Q3wqRfv1Rvh/V/17Xh9pWY7bH8TkOCEm5M7xtgTxHLvysT3/UJ12U45F+z5PW+bLDO+BhYneNXBnwXfg3GL0nMuHR2dIwdnYdhp6wmLkGJ6sz07B0mSkp7qblXjEYZUpm0yebYaWjEyzyAUbbXYLlXE6w1DVhaSGtvWHxEJoYbYTltzSQlZM2eCotC6dGna2zEY0eqy2Fxdrzmy1Dot7bEybTWnrZoVbJ2gRSToxciGGonkWUNEtA259UzbTERRlEgRsondO22d6iDYYHHattaLgTnXsAQi8voJXbTNENyqANtZtB02egyyEbICRr42/FxsJlv4vrBoq+YvORedDECbmmtbpbpsi8rGY7ZYY5437LTV4xEyFpPagdQq28ZDJNO204/j3lWw/a24jhEMyXxSUcfHFXXsPNxKo9uf8pypZdtrOPvhFSzbUYvFZODX50/jX9ceQ6Er9vs1bexeDuVDaOqbokSctn3Ns9UonQ1ZuaIASuX6vh1r/VNiWSa+s/jsr7Djnb4dsy98/LBYTj0vuQtpiOTaHvg8Medw0AebXhTrs69K7tzxYHXBjEvE+rBJsHiAhXIdHZ2hgbMIp1qYs83YsY9gVyO/wkWl1H5rvFi0eIQMdL0kTe12sSyMHVvWI2Gn7eBzfMoJTo+G6PdNP4i2jbFFW4DsM0REQut776W9HYMRT0sTELsQmU3NMPW2doxHUBSlQzwCEMm1LddF26FGOB4hzlor2ixT2T2EvvuHEK11taox0Ejh2O41JE3X8jQ1IcuhbrfLFFrqVNG2IPNEW9NAN0BH4IkqRBbNzuYK6lw+hjdZOZaOxWminbYAzhNOAKMRX3kF/oMHObRTdAxLJ8fuGIaicoOsejxCxhJ22iYQjxDOtI3+cWw+CE9fBCE/XPUyTDgt5r41re288PkBnvtsP9Ut7R3uMxslCp1WCl1Rf1H/59gs+IIh2gMhPH7xF73u9Qfxqv83eQKsqhBukSnFLh6+bA6Ti+NzYKSU1sPwzFdFxtw334XRx/Z/G1JN415oOyyKh5XOSc0xDUYYd7IoZrXrw0jGbaLU71LdqJKYnr/6Ufj0L/Dq9+G7qyCnn6szexpg80tifeHNyR9n2CRwFIqL6UPrYUycYvnOJcL96iqJRFCki9PuFHEIc68Gs63XzXV0dHR6JSoeoU3xUYAJELMx7Gr/NDqfNBG0TFu/dwhduIdF2wSKkGlombbuwZdpG2pR4xESiO0y5uQQPHyYkFroKp0E1dlspvyuoq3r9NOp+d3vcX/2OaGmpvB1l47AowpyseIRunPahhobRWE6ScJcXAyAdeJEQBQj0xk6KIqScKatHo+Q2VRViGiEwjFl3RoDQR3IkSQURcbb0tLFnJhJyHKItgbx25qdgU5bXbTNECKZth3fzM9se4a6XCHaeg8c7nBfZ9HWmJODfe5cPGvW0LZseSTPdlI3eba7hcvWVFg46ApWHUkY1Q5kIvEI4Uzb6Nd15e+FYAvw1v+D768OCzeKorB2XyNPrd7Hks1VBELCLZPvsFDgsFDT6qPZGyAQUqhsbqeyuaOY2xe+ubCMn541eeCyaze/JARbgDd/DN9ZAUbzwLQlVWgu29I5qRXnxp+qirbLYNHtyR3ji6fFcsJpkDMSFv8a9n0MVV/CyzfANa8Lgbi/2PCcKNBVPBNGHJ38cSRJRCRseUU42uMVbbVohFmXpf9x2/PF862jo6OTKpzDI/EIsgckGyhCoNEqShuTjEew2MSF+5CJRwgFoF4VpJKZ1WEfxPEImpkgzurxEHnfyGmOR1AUJVLcOYbT1jJmDNbJk/Ht2EHrh8vIvfiitLZnsOHVnLYx4hG6y7TV8mxNhYVIFgsQiUfwV+xCUZRwDRedwY3i9UIgAOii7VAhniJkIHLt7dk5eJqbaGtsyGjR1t3YiCLLGIymjGynLtpmCO5mVbTNibxJ6rx1vL3nbUbniBGMKjXwGUAJBJDVH8DoDobzlFPwrFlD47IPqVM7dSWTYjttfXoRskGBSXXaxhuPoChKVMEHtQPVtB/Wq2KZNUdUjl/5Bzwn3MZrGyp5avU+tlVFpi7NHZ3L1ceN5ewZxVhNQkjyBUPUtfmpbfV1/Gtrp6bFR22bEHazTEZsFiN2ixGbWV1ajNjMpqh1cfu00mxmjsxNzROVLNrUdICarcL5mWyuaaaQ6jxbjXGqE/TgGmhvhqwEM5NDQSGSgnB7Apis8LV/wd9Ogn2rYMXvYNFtqWtzTyhKpCjXvOsSLwrTmTELVdF2JZz8k963b62GCjWWY/aVfTu3jo6OzkAQJdp65VYkQxZKSBVtVYdtuBBZkk7bIROPUL9LDBJbnGLQMlEcqvtnEBYiS7QQEYAxNzmxP1HktjYIisF7o3cveG1dinS6zjhdiLbvv6+Ltp0IZ9rGctqqIn2g3UsoGMBoEqaIwKGOebYgxHFMJmS3m2BVVTg2QWdwo7lsMZmQ1O/03giLtm16pm0mUq06bbXaSz3hzCvA09yk1m/KXM0pEo1QEFexzP5GF20zAEVRYjptX9j+AkE5SOH4afBlMzV7dhEKBjGaTJEOjCR1GLVyLlpEzYMPUrV1E8qYIlzDCnHlD4t5Xr9WhEzPs81ojHmJxSPIbjeERG5MuHO88vcgB6DsJDjmW/Di1YRW/oHLVpSwsV0U/LKaDFwwu5SrjxvL9BFdO15Wk5ERuTZG5A6hadV1FVD5BUhG4UB8/5ew/Ldw1EWQN2agW5c8qc6z1cgbA/njoWGXcJNOOTex/cvfE7EN9mEw6ezI7QXj4dw/wCs3wEe/FY7VsQtT2/ZY7F0pXE8WZyTvtS90zrU19ZLNvPE/oMgwcj4Mm9j38+vo6Oj0N2YbDkkVYpRmJMmGlmzrCIu2STpth1o8QjgaYXJyg4SDuhBZYoWIIHmxP1FCqilCyrJgeOos0R/46j87bOM6/XTq/vRn3B9/TKjNjdHpSGubBguhYCDshI+VaZtldyBJBjE9urU1XJioc54tgGSxYBk7Bn/FLnwVFbpoO0QIRc3+jNc9rYm2is+HEgwimXTJKlOQQyEO7xEzRoon9Oy0BXDk5cFe4WTNZFrrRGRoJhYhA70QWUYQaPcS9InCNVr+ly/k48UdwgF4yfyryXI4CQUC1O3fC0SiEQzZ2UjGyJRaS9lYzGNG02gRX27dRSNAtNNWF20zmXA8QpxOW61gg2S1YsjKQm7Yi/LFMwAsLb6eq1cX82FoNkYlyB2hfzA6z8bPz5nKZz87jQe/NiumYDtk0Vy240+F438IY06AoBfe/olwYQ5GPA2RC8NRKXbagniuQOTaJopWgGz25WCydLxv1tdh1uVCxHz52+JxpJu1qst2xiWiUFdfKZwsBOmgV+Ta9oSiRKIR5uguWx0dncGLwySKxgSlVpCywreHnbaqA0/xeJD9/riPa7Vr8QhDTbRNoggZRBUiG4SZtmohqmTiEdJdiEwrQmayqZfF2sB3FNaJE7GMHYvi9+Ne8VFa2zOY8KixF5LBQJa9q5AtGQxY1aJS7VHFyGKJtgDWCWqubbmeaztUkMPRKPH3s42OyHtJj0jILOoO7CPo82G1O8gv6b0OiSNXDNS0NWb271YmFyEDXbTNCDSXrTnLhiVLuBjf3v02jb5GSh2lnDbmtPBIhhb8HMmz7SiwSZKEa9EiGh2i09yjaKs5bfV4hIwmHI/QwwiVLxiioqaND7cf5pUVIsu41WzjtN8v538P/RhJDrIyNJ3rl5lZUV7HncHr8ElWjjNuZfkZ1Xz7pHHk2i3dHn9IoiiwURVtZ14qXC/n/VEU7yp/F7a9MbDtS5YDn4tlwcSIKyeVaMWydi1LbL+WSvG8Asy5OvY25/xOOHlbDsFrP0ivcN5WG3mN512XmmNqubYgoh564tA6qNsBJptwduvo6OgMUrKzhBCnGNuQDJHZOJpoa3A6QZ1uqPVf48GqZtr6h0qmbV9FW60Qmadu0A0sJxOPYEgyCzlRtP610SQMNDQfAF/HadmSJOE6/XQAWt57P63tGUxo0Qj27JxupxTb1GJk3qhiZFqmrXlEZ9FW5NrqxciGDlo8giFGfEZ3SBYLklnM4NBF28xCi0YoGj8xrhgBpxrjmfFO23oh2mZiETLQ4xEygkg0Qi4g4hKe3ibyR6+YegUmg4niCZPY++V68UE545wuRciicSxaROPaFQCUdpM1Ivt8BA4cBMCixyNkDKvK67jtpY3UtLZjkCSMBokJjQd4AKjcW8kld7+PwSBhlCQMEhgMEoGQTE2rL9x/n1VbzkygXrLiq9vDRRbhCHjecRUnFg5j+ogcLjtmEdZtjfDBrzG8/wuYfJYoUnQkcWidyPY122HyOeK2wkkiz3bF/8E7twmBMhUOzP4kXXm2GmNPFHESDbugcV/8MRIbnhMu2lHHiuc5FlYnXPIv+Odi2PE2fP4PWHBD6treoT3PisiQ0rlQMit1xx17Amx9VcRHnNRDru0G1WU79fzEs4F1dHR0MghXVj4EmgiZPDGdtpLBgDE7m1BTkygqNXx4XMe12IUAPHSctqJ4S5+dtsF28LvFb+YgIal4hH4SbbX4MaPJG7mxbieMmNthO9cZZ1D/j3/QtmIFcns7hqwsjnS8LRHRtjuyXC6ogvaoYmRhp+2Ijk4960TNaVue6qbqDBChFrUGT4JFzw0OB6GmJkJtbQzy8tBDCq0IWUkc0QgQcdqKTNvMRXfa6vSKWxVgtTf1Z9WfUd5Yjs1k46KJwoGlVeer3tXZaZvb5XjtxcMJmowYZBlna+zRKf/efSDLGFwuTIWZ+eY80nj2s31c86/POdTkJRBS8AVlPP4Q1eoFULavjfo2UfyruqWdyuZ2DjZ6OdwiBFuHxcjUkmxOLBY5mgXFBfxv2seYpRDyuFP5y+3f4+nrF3DbWVMYU+CA426EwqngqYcPfjWQD31g0Fy2U87teOFz4v+DvDJorYRl9/X9PH43HFzbf66Y/Z+JZarzbDWysmHkMWJ9d5xuW1kGNaIjXICsO0pmwel3i/X3fg5VG5NrZ2/tWfekWE+Vy1ZDc9ru/wyC3UwDDnhh00tiXY9G0NHRGeRkq2JiwOhBkro6bSE5AU6LRxgSmbahANSpQtTwJEVbiwNMqlDork1Nu/oJrUCusQdxrzNG9f2TdtFWNc+YrHLkRk1gjyJr+lGYSktQPB7cH3+c1jYNFrR4BFuMPFuNiNM2jniEiarTdtcuFFlGZ/ATjkdIVLRVYzV0p21mUVUuvhuLJ/RehAzUTFsGg9NWZMXrTludbulchOzprcJle9GEi8i2iC84bTSj/tABfB5PeCqPKapwmUblbjGlJNfjw7NiBc45c7psE12ELN5QcJ30EJIV7nt7G4+v2gPARXNG8P/OEK+3LEPQ68X33n2Y5RDv3DAXxeZEVhRCsoKsKBgkiRF5NgocFiRJovHFKqpfguLhTop3vwyA4ZQ7up7YaBZxAP86S2SNzroCxqRJ6IvF0t+Ii45z/wjGfv4qCgVhi3humHFpx/vMNjj39/DMxfDZYzDz61A6O7nzNO2Hpy+G+nL4+rMw9bw+NbtXgj7hIAbhaE0X408Vjt5dH8LR1/a+/b5VwtVsccFRF/a+/YLvwO7lsPMd+N834YblqXUU7flItMeaDdO/mrrjgnBQ2QvEYEjlehgd43XY/hb4miFnFIw9KbXn19HR0elnnI4iaAa/qR0p2mkbJdAZc3Nh376kRFuf14MiyxlZ0TluGvaI2R1mB2SPTO4YkiTcti0HxW9Mfllq25hG5GZNuEkg1zIs9Delo0lhgmrNCKNVBoMJ5GAkyiIKSZLIPv10Gv79FK3vvY/rtNPS2q7BgEd9bXpy2trUHGOvKtyHWlqQ1XVzSUmHbS2jRyOZzSheL4HKSiwjk/ys6GQMYZd9AtEoEClGJruHwKDdEMHv9VB/6ACQuNO2LcOdtq2a0zZDRdtB3PsZOmh2cUduHnub97Li4AokJK6YekV4G3tOLtmFRaAoHN5d3qPTtqpcdDTy3O20LY8dlu+rEKKtRc+zHVDcviDfeXptWLC95fRJ/OHSWYzMszMyz87oAjvjRhYg2YRzZbw5yLTSbKaPyGHWqFzmjM5j1qhchjmtYfE9nBvm3Q9KCMafBqPmx27AmONgzjfE+ps/7t4ZmGrc9bDy90Is/vTR/jlnNLuXC8HYXhDJaI1mwmlCzFNk8bzIocTPUbMNHj9TCLYA217vU5PjoupLCPnERV1BGj/b2nO2+6P4nhutANmMrwmnUG9IElzwKLhKxPP3zk+Tb2ss1qkFyGZeGl97EiE613ZvN7m2WjTCrMvDOY86Ojo6gxWnsxgAj8kHBiHaZrlcGKIK5RpyEy8qZVH7PigK/vb2FLV2gNj/iVgWTevb976WVe+u63ub+pFwrmUi8Qi5/RyPYJFh2gXixrqdMbd1nXEGAK3LlqEkUFRvqBJXPILqtG1XM201l60xLw+D3d5hW8lkwlImBiP0iIShgfbZT8RlD9Gire60TQeJFAXVqN5VAYqCa1hh2GzYG848Idp6mhpRMjSL3d/uDX8/6fEIOt2iOW3tOTn8ds1vATh55MmMye6YFRldjCws2ubldjle5Q5RiCrX48O3bRuB6uou20SKkOl5tgNFZZOXrz22mg+21WAxGfjT5XO46bSJMZ3PJnVqQaih91Gq8Ihmm3iNOeVnPe9w+m+EeFm7rf8E1OovI+vL7hcOlP5kkxqNcNTFwnEcizPvB2uOcEuufSKx4+//DJ44S0QsONTsvooPkhN/EzrvarEcfawQD9NF6Vzx3LQ3QeWGnrf1NsJWVbDuLRohGkcBfPWfIBmEyKnFWfSV1sPC6QpwdIqjETTGniiWsUTb5oORIm6zL0/P+XV0dHT6EVf2KAD8xgAGwzBAYviYjv3LZOIRTBZrWPgd9BEJW14Vy8ln9+04mmjrGTyirRIKIbeJwl7GBIoRadvKTc1pvdgPHd4vzucww2zVMBPDaQtgmz0b47BhyC0tuD9fk7Y2DRa0eAR7T/EIqtO2s2jbOc9WQy9GNrQIJRuPoIm2bW29bKmTKM2vv86OuUfTsuTdhPbTYjpL4oxGALCr4m4oGAx/B2QarXXi99Rqd2DtNJCUKeiibQbgUUXbz1o38PGhj7Eardw458Yu25WMF+Hs1RU7w06Fzk5bb2sLDZWiwFjJOPGjF8tt69+1G9CLkA0UGw82ceGjH7OtqoVhTgsv3HAs588q7XZ7Y74YpQo29J4HEx7RtIRgwukwcl7PO9jz4Yx7xfryB6Bxb1yPoU9E55QGvfDmzf2X+ep3w7Y3xfrMS7vfzlUEp/1SrC/9DbRUxXf8ne/CUxcIQXPkfPjex2IavqceKr/oU9N7RcuzHZWmImQaRhOUqcLkrg973nbjf4X7t2g6lHaNaumRsSdEinm9+WOo35V4WzvzxdNi6uPIY6B4et+PF4sxC8XyQIxc2y+fBxSxTb7+/aujozP4sWePxKAohAwBJGM21pxvcc5NHQeMw/mkqukgHiRJwqJFJHgGsdvKXQ97RIFgpl3Yt2PZB5/TVo4qQGV0JR6PoAQCKF5vL1snT6haXDcZR0+Bohnixsa9EOjq7paMRlyLRSxC63vvpa1NgwUtHsEWLch99H/w4Dio3gxAlppNqsUjBA7FzrPV0HJt/bpoOySQVTORMdF4BKfutE0X7o8/hmAQ92efJrSflmcbbzQCgMlsJksduHE3ZmZEQmtdDZC50Qigi7YZgVaI7J2apQD86rhfMTm/6wiG5rSt3rWz23gE7cOUVzKCglNOBaBtWcdiQUoohH/vXgCsejxCv7NkcxWX/m01Na0+Jhe5eOX7C5k7uucpBsZ8dZQqji+7UK067ciiwKIYWbaxmHWZcAcGvfD2T9IvoFarou2cq8BoFXEFX76Q3nNq7HgHAm7IGxspqNUd874JI44GXwu824tjGWDDc/D85eJ5nHgGXP0aOIdH4gTK3+9z87tFUUTOLKSvCFk048X3S4/FyBQF1v9brM+9Ojn370k/hdHHg79N5Nv2JcJDliPtSZfLFiK5tgFPR6FeUcR7BGC2XoBMR0dnaCC5inDICiEpiIKCZHAhSR1nsSTjtAXCrhefZxA7bbe/IeKqimf0PbpoEDptNTOBZLcjmeOvAy/ZbOHt0xmREFT71qYJx4g+W1aOiMeqjy0auk4/HYDWpUtRQmmeQZXheNXX1p6dG7lx04vCqPDxwwBkOTWnrdi2uyJkGtaJwqTUrscjDAmSiUaBKKftYB6wy1ACVWIWdrA2sYKW1RVaEbL4RVsAp+q2bWvKzGJkLfXiecjUImSgi7YZQUuj6Hh5rTKXTb6M88efH3O7orIJSJKBtoZ62tSRzc6ibeVOEY1QOmkqzlMWAeD+9FPkqBHqwMGDKH4/ksXS7dQUndSjKAp/Xb6L7z6znvaAzMmTCvnf945jVH7vNnxTnua07V20lfdvAsA46igYeXR8jZMkOPcPYDBD+Xvpz1/VnLbTLoJFt4n1d3/WP84RbZr9jEt6FxENRjjvITFFf8vLIuKgOz5+GF79nrgwm3U5XPYcWNTXdqLIQKM8ja6M+grRSTZlQcms9J1HQxOiD3wGvm6mu1R+AYc3C2F+xiXJncdogq/+A2x5ULUBlt6V3HFAuIKb9osLsqMuSv44vWEwRNy2e1dGbt//KTTsFoVotNw8HR0dncGOYzjZsgwSyJIY9A36O4pZyYq2Fpv4HR3U8QhaNEIqfnfsBWLpru/7sfoJLbYr0enRkiRFZSE3pbpZgkA7oTYfAMapJ4l+YeEUcV/djpi7OObPx5CTQ6i+Hu/69elp1yDB09IEiIg/QLiTtVlRW18Fdx021V0dcdoeAnoQbdV4BP+u3Ue8KD4UiGTaJvb5N+qZtmlDi84M1sQv2rY21NHW2IBkMFBUNiGh8zlUHSNjnbb1Qn/I1Dxb0EXbAcftbwuHuJeVTuanx3RfcMeclcWwUaMBqPeq2VB5HR2alTtFBlPp5ClYJ07EXFqK4vPh/jRif/dp0QhlZUhRRSJ04sfrDyHL8btR/UGZ217ayANLxOtzzXFjePyaebiy4nMcaPEIod7iEerKCTWIL2DD/Mvibh8AhZPghJvF+ju3QXtLYvvHi68t4l4omQnH3ySmznsb4nOz9gV3PewSjva4RcSSmbDge2L9rf8HgU5T9GQZ3v05vH+n+P/4H8IFf+mYlTthsVhWroe2xEY140bLsx1xNJgs6TlHNPnjhFtZDsLej2NvoxUgm/YVEcORLDkjRWEygNV/hp1Jit9aAbJZl0cE9XSh5drui3puNjwjlkddCFZnes+vo6Oj01+Ys3CoXaKQJESWYEDusIlmMgippoN4iThtB+mFeyqjESCqEFma+hJpQG5NTrSB5MX+eFH2rkYOiMth43jV6DBMdZHVxhZtJbMZ1yli4LrlvTTOoBoEeNTXxaYVmaovF+YFgJAfvni620Jk5pGxjUPmUaOQrFYUn4/AwYNpbL1OfyAnKdpqTtuQnmmbUhRFIViduNO2ulzk2Q4bNQZzVlZC59SKlrXFEG1DLS00v/kW8gDOpmmtE8+DHo+gExNFUbh32V1ICigo3H/6/2HuriiSSvFEEZvQoASBjk5bORSiSrWtl06aiiRJOBctAjrm2vr1ImR94g/v7WDqnUuY+It3OObeDzjroRVc+c9P+eHzX/Dr17fwp6XlPPfZfpZsrmbN3ga2VbVw9ROf8eLagxgkuOsrR3HXBdMxGeP/+IXjEXpz2n70ICGfcI8ay+Ym/uBO/H+QVwatVbDs3sT3j4fDWwAFnMViGprRDOc/Akiw8T89u1n7ytZXhMhYPBMK4w9R55SfQfYIkXG24neR20MB4a5d/Wfx/+l3wxn3dK0M7SoW54SIaJxq+ivPNppxqts2Vq6t3w2bXxLrc77R93NNORfm3yDWX/1u/BnDGi1VIhoD0huNoDFWddru/1S8T/zuiNtKj0bQ0dEZYjgN6jR2SfRPQ11E22TjEcSFu3+wxiNsfzN10QgQybQdhPEIhuz482w1IlnI6RFtQ5vUQWApqkia5rTtphgZgOsMMYOq9f33M6IiesuSJez7xtUEDh/ut3MGfO0EfCL3NxyPUCNmfGIwieXaJ7Cp4lt7WyuKovQajyAZjeGaK3oxssFP5PMffxFCAINDmBt0p21qCTU0oPhF1FywthZFlnvZQ1CVRBEyjbDTtqmrjlH32N+ovPVWGp/vp5jEGLSoom12wbABa0Nv6KLtAPL89udZtVMIOBang5Kc3qMKiseL0d/mLOGkixZta/ftIejzYbU7KBghKvlqEQlty5eHOxVhp+04Pc82UV754iCPfCg6ECFZobbVx/bqVj6uqOeNLyt58pO9/P79nfzslU1895l1XPLYas5+eCWf7m7AaTXx+DXHcM3xYxM+r0krRNbTtILanbD5f4Q0x0CCge8AmG1w7u/F+ud/T0/hLC3PNnoK/8ijYcF3xfqbPxYCVzrY+F+x7KkAWSysTjj7QbH+8cPCfeF3wwtXwMYXQDLChY/Bwpu6P8ZEkYGWtogEzWnbH3m2Gj3l2m59TWQB542NuE77yul3iyIhnnp45QaQE5g298XT4sJ59HEwfEpq2tMThVPBlh/Jtd36usjlzRsLY45P//l1dHR0+hGX0QqAIgWA7uMR5ATFNy0eYdA6bbe+KpapcNkCOFQn0KCMR0hMtIH0O22D21eJ8zjtkdmH2qB+7c5u93MsPB6D3U6wupr2TZvS0rZEaPj3U3jWrKH1gzQaHzqh5dkazWYsNpu4sWarWM64FLJyoWk/WTXrAGEuam+oDxtQuhNtIRKR4CvXRdvBjOzzofjU+JFEC5GF4xEG6YBdhqLl2QIQDMYdPVOt1k0qnphYni1EMm3djV1nDLdvE98Z/r17Ej5uqtCdtjrdsqFmA/+35v+w+UQHISd/eFz7adX6mu1ZYLNhsFrD92l5tiUTJyOpTj/7/PlIdjvBw4fxbRP3+zSn7QRdtE2EL/Y3cttLomP23ZPHs/qOU3nzhyfw72/O549fn8Uvzp3K9xaN5+vzRrF46nDmjM5ldL4dp9XElGIX//vecZwyJb7XuTPGvDjiET56AEWWkf2qaJvENDQAJpwG078qijC8+ePEhLF4qPpSLEtmdrz91J9D9kiRObr8/tSeE6Bxn1qoSxKPL1GmnAuTzgY5AK/fBE9dKARYkw0ufx5mX97z/lqubcVSCAUTP39PtNVCg5ohNqqX4mqppOwkkfdbtxOaO01h06IR5nyjq/M4WcxZcMm/wGwX001X/SG+/eQQrOuHAmTRGAwRt+3elbDhWbE++8rkCrLp6OjoZDAukxBtFIPq4OnstM1JLptUi0cYlJm27nrYrc50S1WOukPNtB1UTlshuGZcPIK3idBBIcwaox1WmmhbX9Ftf81gtWI/TgySezdsSH3bEsR/4AAAgYOH+u2cHjXqxJadg6T1azSn7Yi5otgwYN7wJCaLuF5tVa9BDU5nj++HsGirO20HNeHPrcEQFmHjxaBn2qaFYHXHmYrBmppe95HlENW7xWexZHziom1PTlv/biHWBqr7b5ZANIos0xouRJacTtMfmAa6AUcidd46bll+C0ElyHzXPKAqnPXRGwUjR2MymwkSwFvQTZ7tpKnh2wxWK47jj6Ptg6W0Ll+OdepU/GGnrR6PEC/Vze185+l1+IMyi6cW8dMzJ2MwSJTk2Prl/Kbe4hFqtsPml5ADETHIkJO4oyHMmfdD+QfCIbjmcVhwQ/LH6owm2hZ3Em2tLjjvD/DcpbD6UZj+NSidnbrzblJdtmUnQnb3o/vdIklwzoOw5yNV/EW4CK54EUbHEUkwYp7Yvr0JDq2Lb5940dozfJoo2NVf2HJFhu7BNbBrGcxVYxBqdwrnr2RIfRTAsIlwzu/gte/Dsvth7Em9P5cVH0DLQfHc9GcBsLEnwrY3hMO7dhsgiTxdHR0dnSGGy+yCUGOvoq3s8YSL4caDFo/gG4zxCKmORoBIPELAA35P+vPZU4DcIrJMk4tH0ETbplQ2SbB3FaF29TzRDqvskaJgaMANjXtEvyMGlpEjgYETGzRCbW5CdULE14p89QeeViHI2aMd1JrTdvhUMRtr9Z+h/D2yHOfR5vfRtm8fQK+FsK0TxXPuKy9PfcN1+o1wnq3LFTaUxUtYtNUzbVNKB6ctaq7tlJ5nIDYcPECg3Ys5y0b+yFEJn9PRjdNWdrsJqpEuWs5uf+NpaSYUDCJJhrC4nInoTtt+JiAHuPWjW6n11jI+ZzxnDRfTi+MVbQ1GI8OGFQHQnNOxkE0s0RbApeXaLltOsKZWfPkZDFjGju3DIzlyaA+EuOHptdS0+phc5OKRk8Hwnyvg+Yx5wMwAAQAASURBVMvhf9fDazeKwl0f3AUf/Z8QHNc+AV/+Rwg2FR/AgTWianx7CySRfWUMxyN047T96AFAITRSFLySbDYMcV4QxcRVBKf+QqyvfSL543Qm6I+Mwnd22gJMOhOOuli4fF//YeocqYoSEW1nJBiNEE3uaJFvC+AqhW8uiV98NZoicQKpjkjYr4q2/ZlnqxEr1/aLp8Vy4pmQXZL6c86+QryOSgheuh68vRToW6sVILtCuHX7i7EniGWt+p4fdzLkJt7Z0dHR0cl0nFYh3CgGMRW2czyCweUKzzLQMg7jYVDHI6Q6GgHEALdR7d8NErdtpHp8EvEISWYhx8Xu5QR94lLYFF3Y2WCICLU95NqaSoqBrs61/iZw8EDUehyFuxQFXv2B6Gf3IY9XK0JmV3OH8bWK2XIgIqIKxqt9RAWbJL4X3IdE+3qKRgCwThROW//u3SjBFM9O0+k3wnm2SRiJDE7daZsOAkk4basqxIyE4vETMRgSL2KviaFtTQ0dMsB9e/dG2tWPedzRaNEIjvx8jKbM9bNmbsuGKH9c90fWHV6Hw+zgj6f8kX2vieyheEVbgMLcfKqrDoZzbQHaGuppqT2MJBkontDRtu446SQA2jdtwvO5KFZkGTWqb6LeEYKiKPz0fxvZeLCZPLuZf14zD/uSb8LOd5I/qNEinBKOAnVZKKoB2wvE0lEoci8LJoBJTCfSRFvF60X2ejHYohy+NdtgyysAhI76BnB78tEI0Rx1IbzzEyE4eRtT4+Cs3S7iBbJyIHdM7G3OfkAIgNUb4dO/9JwTGy/Vm8S5jVaY9pW+Heu4G0Ueb9F0sCc4IjfxDNjyshBtT/tl39oRjSba9meercb4U2HFg7B7OciyKPT25fPiPs15m2okSbiyD64RLpjXfwiXPh07dqD5IJS/K9aPvjY97emOwqnic6OJynoBMh0dnSGKKysPmkFWnbadC5FJRiPG7GxCzc2EmpsxDYuv4MegjUfwNKQ+GgHE75x9GLRWgrtODCZnOKmIR5DTJNqGVNHW2NlhVTgFqjaIvuPU82Pubi4Wou1AO239+/aH1+Ny2jbshg3PiPWTfpL0e0iLR7C71Ne1VmRe4iyKxHgccz3sXoYtUAc4cFdXk0Pvoq15xAgkmw3F68W//wDWcWVJtVFnYNEGW5L57OvxCOkh2On7Klhb2+s+WqH7zhpTvDhzVfOZz4ff6438ru+O5NjKLS3IbnfCMRp9pUWLRijI3Dxb0EXbfmXJniU8vVU40O5deC9lOWVsUZ2TiYi2BVnijd4gRTrEleViJHjY6DHhD4KGefhwsmbMoH3TJur/JRxnlvF6nm08/GX5Ll7/shKTQeIvVx7NqBwL7PtY3LnoZ8LxEHBDwCumqQU8kSlrgai/9maRbRZwQ8gvOtutlT2fXDJC/jgonIxh2GQkkxElGCJUU4VhTFS0heqyZepXkM3iCycloq1zuDh/w27hFJ50Rt+PqRUhK57Zfa6ncziccQ+8fiMsu090lvP72Fnb9KJYTjpTCMZ9QZJElmsyTBBOaKo3Qms1uIr71hYQ7zUtciKVkQvxMnIeWFzgbYDqL6HpALhrRad9YgreM91hdcHXnoDHzxCO9rVPiIuDzqx/Sji3x5wAhcl1NpLGYIAxC8UUWWs2TDmvf8+vo6Oj00841Wn7Ic1p20m0BTDk5oRF23ixDNZ4hG1vpD4aQcNRIPqQnsFRjEyLR0imQK5WcDmUYAG7Xmk+CPXlhHyiT2jM63QdpvUXeihGFhFtB9hpeyAi2oaamwm1tWF0OrvfoTqqcFrVl0mLtt5W4aK0aU7bcDTCtMhGk84GVylZeAAH3vo6Idr2Eo8gGQxYx42jfcsWfBXlumg7SAnHIyQTjaKLtmkhoMYQWMaOxb93b1xO22rVaVuSpGhrzsrCYrPj93poa6yPiLZ7OhYfCxw+jLWf4zvDRcgK4htIHih00bafqGis4M5P7gTg+unXc9qY0wDwNAnR1p6AaJsniZetKeAn6Pdjslio3CGm33aORtBwLjqZ9k2b8G0V21nH63m2vfH+1sP87j0xsvTrrxzFceML4OA68LUI4e+kWyHRKQJ+j5jO5q4TnW13nRC4PHVC1PXUQVsN1O8CXzPUl0N9ORJvYjQXEQwaCf5+AeYJo4QLIG8sbHlVHPvk2wh9IaZIGfuSZxvNqGNV0fbT1Ii2VVGibU/MuQo2/kcUcHrrFrjq5eSLN8kh2PSSWJ/Zh2iEVOAshNI5Iiu44oNwkYY+UbleuJddJd27l9OJ0Sxygne8LXJt930ibp99hbgvnYyYC4t/De/9HJbcAaOPhaKjIveHgpGCaPP6qQBZZ6Z+RYi2c74xKLIHdXR0dJLB5RDRXaFunLYAxpxcAuxPSIDTLu4GXTxCOqIRNLRcW3fvDqlMIDxF2pW80zbl8QiqCzpkGAZ4w7UjwhSqGY89xSOoom2wphYlFEIyJj5tOBX49x/o8H/g0CGMkyd3v0Nn0bYbJ3FvhJ22WuyFFn8WLdoaTXD0tdh2CvOEV92nN6ctiGJkQrStgDPSaALQSRuhZvWzn0Q0SrTTVpHlhDNxdWITrBKDTFkzZwjRthenraIoNFYLo9mw0WOTPq8jLx+/14O7sZGCESIqzr+3o2gbrK7ud9G2RRNth+lO2yOeVn8rP17+Y7xBLwtKFnDjnBvD97lV0daRE79om+VtxxII4jebqNm7m9JJU6jcqYm2sYOknYsWUfenP4f/t4zTnbY9sb26hZtf+AJFgW8cO4arjlXFsD3qVLexJyYu2IIQbSyjex/VVhThxKzdJqYb1W7H+OEygt4AoXYJGnaJP41pF0DxdELNW4A+FiGLZvQC+PI5OPB5ao6nOW1j5dlGI0lw/sPwl+NEVMLGF2HW15M7576PhSMlKye9zs94mXiGEG3L30uNaBudZ5ussN1Xxp0iRNuN/4E61ZUyJ03RCJ059vvic1n+Hvz3OrhhGVjUqTXl70JrlYgeSfKipM/MvBSKpomoBB0dHZ0hitOpug6NWiGyUJdtwgJcU1Pcx9Uybf2a01bLwxuo37t4SFc0goZDE20HS6atOkU6CaetIW2i7XIAgmQD3q5O22Gq6FlXLqKfYghGpsJCMBohGCRYV4+5aGAqj/v37+/wf+DgQbISEW2TxNPSqRBZdBGyaOZeTdZ/nwPA6xYinnlEHKKtlmtbUZF0G3UGllCr5rRN4rMf5RaXPV6Mzv6dNj8UUUIhAqqz1jZzFi2vvxH+vzv8Xg9Bn5hB4+xDoS5nbh6NlQdxN0WKqvv27BUrJhMEgwMSNaM5bbMzXLTVhyzSjKzI/GLVL9jbspdiRzEPnvQgJkNEK3c3Jx6PIDc3k+sRH57qXTsJ+v3U7BECXndO26xp0zANj3QmdKdt9zS4/Xz7qbW4/SGOG1fAnedHjRjvXSmWY09MbyMkSRRwGn8qHPs9OP9hTBOOASB46u/g6tfg7Afh6OvEBcEZ9wLRxR5SEI8AwmkLcHAthAJ9O5YsRzqKvTltQUwnPPmnYv3dO4QTORk2qtEI0y4IZwQPKJpwvGt5359TGNg8Ww2twFrt9kgUQaqng3aHwQAX/hWcxVC3A5bcHrlPK0A2+8qBe+0lSUyPNepjpDo6OkMXV7ZwzvgM4nct6I/ltE1cgLNq8Qhapu1zl8IfpglhNFPZ/qaIRihKQzQCiNoHMGgKkYXjEZLKtM0FUizaKkpYtA0FxIygLqJt3lhRgyLoheaOoqiGZDQK4RYIHh6YyucAAVW01drSa65tqkRbzWkbjkeI4bQFyC7BVipEZF9AfD/E5bSdKIrB+crLk26jzsASjkdIYsBGysoKD5boEQmpIVhXD8EgGI1kTROf096ctm0N4rfW6nBgtiZfzFkrRuZuFMdTZDkcj2CbNUu0ZQC+RyNO24EZdIsXXbRNM6/vep0PD3yI2WDmj4v+SH5WZIQi6PfjU7+EEhFtQ01N5HraAZExcnjPLkLBIPacXHKKYmdkSpKEc9Gi8P+WfraeDxYCIZnvP7uOAw1eRufb+cuVczEb1Y9J0A/7Vov1ZDNN+4BWjCzkCcG4RbDgO3D+Q3DJk+GK9HIfij3EZNgkyMoVnVbNJZssjXvA3wamLHHceFj4Ixh+lIiSePdniZ8z0A5bXxfrMwY4GkGjdA7Y8kX8RV8dzLIcOcZA5NlqFIyHnFGR/+de3b/ndwyDi/8OSCIOYfNL0LhPRFBA/xcg09HR0TnCcNlE4SGvURVtY8YjaKJtU9zHDWffedxQVyFmVbRWwu5lfWxxGtFiq466ID3Ht6tFnpIdzO5HFEWJxCMkI9rmiveM0t6O3N6emkbVbAN3DZhshNzCGd6lEJnRBAVCNAwX2IpBONe2amBEW9nvJ6BOd3YcLwbv/QcPdr+Duy5SU0MyQNthMbMvCbzq62rPzhHvxTbVJVfY1eWbNflkAAJGI1KWNXxN0xPWCcJp69u7DyWQApODTr8TiUdIQrSVJL0YWYoJqvnbpuHDMZeo8S61dSjaDJYYaM5YZ15Bn86taV1t6izzYHU1Sns7mEzYjz4aGJiijq31utNWBzi37Fwun3I5P1vwM6YPm97hPm2E0mgyYU2gUl6osYkc1WlbVbGjQzSC1MN0MecpiwAxutljQP0RzK9f38KnuxtwWk3885p55DkskTsPrRXipX1Y16k//YBRzdsKNXbvLglX6cxNUTyCwSCm3QPs/6xvx9JG84uOit91aDTDVx4BJNj4gijskQjl7wlxNHuEKAiVCRiMkYJk5e/17Vi128TjMzuEo2egkCQYf4pYt+bAtK/0fxvGnQwn/j+x/sbNsOxeQIGyk/vP9aujo6NzhOK0iH5luzEIgN8X7LJNuKhUEk7bUDBIcNMrkTv2fpxkS9OMpyHs4mRaGqIRIBKPMAictrLbAyERlZF0BXk1K1YTgPqM+vooo48j1CAEBFNebtftwsXIuhdtw7m2A+S0DRw8BIqCZLeTNVPMYgsc6qHQseayzR8XiYBIwm2rKAqeliYAbNk5oj8KoraCtes1pq1MzBb0G42Y8x09Xq9qmEpLMdjtEAjg37cv4TbqDDyRGaDJXZdqEQmyuy1lbTqS0QaXzMXFmApUETYQ6DGyqE3VHRIxGMais9PWp7psLaNHYx4pChMGq/v3ezTo94f1uEwvRKaLtmnGbDTzswU/42uTvtblPndUEbJ4frw0Qk1N5HiFaNtUXcXu9cJp1100gobz5JMZ/pNbKbn3nrjPdSTx9Oq9PPvZfiQJHr5sNpOKOlW63LNCLMtOGpAsNZM6Kh1s6Em0TX5Es1s0B+eBT/t2HK1TGE80QjQj5wlXMcB/roKnLoxEAvTGJjUaYfpXY+aRDRhaRILmBE2WLeoF7KhjBn76/ewrQTLC8T8Es21g2rDoDhHp4WsR+bowcAXIdHR0dI4gnGZxcR1QnbZuT1dnnOa0lRMQbc1ZkemY/i1vR+7Yl6GibXQ0wrAJ6TmHffBk2mozwCSzWUx3ThBJkpJyaPeIKtrKpQvDDs4u8QgQVYwsc522/v1CzLSMGoVl5EjRlp6ctuGYshlQIqYkJyPa+r1eQupzZ8/O6T4aQSVLLUIXMBkwm1oi2dQ9IEkSFs1tq+faDkr6kmcNYHCImRa60zY1BFSnrbmkGMliCTvegz3k2rY1iBkdfcmzBZFpCxH9y6/m2VrKyjCXlIj2He5fp21rg/gNNVmtZDldvWw9sGSQinHkES5CluDIRaipCUtIJlfN3ji4dTMAJd0UIdOQDAYKrr8ex3EDmH2ZoXxSUcev3xAB+j89cwqnTS3qulG0aDsAaFO3NFdALPo6ohkTLdd2/2dxdbK6Jd4iZLE47Vcw9xowmMSUyCfOhKcuiMRVxMLbBDvfFeszMyQaQWP8qYAEhzdDcy/ZY93RVgOr/yLW530zZU1LmtHHwi9q4KRbB64NRhN89R+i6ByI3L/J5w5ce3R0dHSOEGwmG0YgJAmHrccby2mrFSKLX7Q1GIxYbGIg0Fe5FVAHzWu3Q1vPWXwDQrqjEWBQOW1DrSLP1pCTk5BBJZpkxP7uGxSAvavEav5sQGRnGtQYjg5oUV51PTltxfXCgDlt9x8ANLeaKtoeOtT9dOcUibZeVYwzW7PEwEp3RchUbC4hiPiNRszmZjgQ3+y9cERCuS7aDkbk5r7VWtHjEVJLUB1cMhULkTScyV3T/W+p5ox15PcxHqGT09a/ezcA1rKxmIrU71E16qW/CBchKyhM+vepv9BF2wEkGdFWbm8X+R9A8fiJ4dsNRhNF49I0oj/E+XxPA99/bj0hWeGiOSP47skx8n79Hji4RqwPlGirxSP05LTt44hmTEbMBYMZ2qqhKcnpSYoCVapoWzwr8f0tdhGT8MN1Ii/VYBJOiX+dBf8+P/Y0yW2vQ8gPhVOhaHrX+wcSR4FwEANUvJ/cMT56EAJuGDEPpg5AHEEsjKaBr+idOxou+htYs+HEW8Fk6X0fHR0dHZ0+IUkSTslMUC1E5o0l2mqOyR6mYsbCohUjC5lgzPEi6x4yz23raYA9H4n1dEUjwKBy2oZju1zJu5iSKWDXLQfXir6TvYCQQTyPMV220NFp240IalbFjwFz2h4Qoq159CjMI8QUY7mtrXuBWxNti/om2naIRoC4nbYhowGDQ4Y1/4zrPFbdaTuoieRZJ2cmMuqibUoJVEfiEYBwkfoenbaNWqZt35y2YdFWc9ruVeMRysaF2xNqbkb2evt0nkSIFCHL7Dxb0EXbASUZ0Tbc0TWZKJ4S+WEsKhuP2TJA1dEHKbKs8OcPy7ns76tp8gSYPSqX+y+eEXuk5cBnQgDMHiFyoAaAcDxCY/dO276OaMbEbIt07JLNtW2tEo4QyQhFsTt0cZE3Fr7yJ/jhelFcymAWDugnz4Enz4M9KyPbblSjEWZeMvBCYiy0iITyJETb+l2w7l9iffGvM/PxDSSTz4bb98Ox3x3olujo6OgcMbiMVoIGUdjJ5wt1uT9Z8c1qEy5In2wSg5Rj1Yz6VIu2LVXwyZ+SL/C1/U2Qg+mNRgAx8AuiuGsgRcW50kS4enwf+qUpFW21vOGyk8PHM3Un2haMF8W6fC3dFusyq07bwAA5bcPxCKPHYMjKwjhMCNH+QzFmcQXaoW6nWC+eIf4Amg8k/J73qM+dPSdHCNq9OG2z7JHaLbJNgq2vxeWUt07UnLblCbVPJzOIzABNbtDG4BCxO6E2PdM2FWjxCCa1CFnYaVvb/WcxVaKttr/P4ybga8cXFY9gcLmQ1NkOwX6MSAg7bXXRVqcnPM3Ji7bGnBxKJ0biEEon9xyNoNOR2lYf1/zrc3733k5kBS6eM4Jnv7WALLMx9g4DnGcL0fEIvRciM+SkMB4BIsXIks211Vy2wyalJu80bwyc/zDctF5EAxjMsHcl/Ps8+Ne5sPml8PQ3ZlzS9/OlA60Y2e7lEPQntu+ye8WF4YTToezElDdtSKAL2To6Ojr9istkJ6Q6bf0xRFtDkuKbxWoWxwwZYep5MPYEcYf2O58qlt4F7/0Cnr4Q2pMoetUf0QgAWblixhFkfERCqEWLR+iDaJtErEa3aKLtuEUE1bixbp22JmvEqFG7PfYmahZj8HANSqjrez7dROIRRoml6rYNHIwh2tZuE3nLtnzILoWsbMhXC7VWJ+a29agz++zZOcKY0d4sjBnDJsbcXjIYsMjCrRwqLRNGmC+e7vU81onieP59+5D9CfaVdQYUxe9HUV2TejxCZhAMFyJT4xGGa/EI3Ttt3Y1iQMeR17d4BIvNjkk1GLZWVYajECxlY5EkCbMakRCo7kfRtl532urEQVJO20atg5FL4ZgyDGrxod6KkOlE+LiijnMeWcnK8jpsZiP/97WZ/OHrs3FYeyjkNMB5tgAmNR5BbmuL2XFRQiFkdSTSmGrRVitGlqzTti95tj2ROxrO+yP8aAMc8y0wWmDfKvjfNwEFRh8ntslESmaLzFV/G+zvIZu3M5VfCFEaCRb/Kl2t09HR0dHRSQinxRWORwgGYjhtc3MB0Y/RCkDFgzUk+ja+nPGQMxLGqE7bmq3Ju2I7I4eg/D2xXr1RFD4N+uLfv7+iEUAMSg6SiIRwbJcredE2WbG/C75WOLRWrI9bFHVN1cN1WC/FyEzDhoHRCKEQwboUvRfjRAmF8KtFx8yjRF9Xi0gIxHLaRufZagPbSUYkaJm2tuyciMu2YIIQurtpqzkgIlOC09SZZuv+JT53PWAqKsLgdEIoFC5cpDM40PKsAQxJxqPoom3qUAKBsKPWHKfTVlGUlDltJUnCoX7XNm0XcSrG3NzwTIeByAcPxyMU6KKtTg+41c6CPRmnbW4uJouFmYvPYvjY8YyZOScdTRxShGSFP7y/k6se/4zaVh+Tipy8fuNCLpk3qucd21uEUAYwduBcjYbsbNExJCLeR6NNQYG+ZYfFRCtGVrNVFPhKFK0zWJxi0VYjZySc+3u4aQMc820h3gLM+UZ6zpcKDAbhlIXEcm0/uEssZ14amdqmo6Ojo6MzwDit2WHRNhSQu9wf7baKvqDvDatPuID8BepvnmNYREzb/0mSre1E5RfgqQezAyxOIcC+8h2Quz6OmGx/S41GmJ7eaASNQVKMLByP0BenbapE232fiNcorwzyxkRE2/wersN6KUYmGY2RXMjq/i2iE6yuhkAAzOawCBMuRqaKuR2IFm01khRtPc1NANhzcqPybLs3EAVrajAHhUDrLzteuMWb9kPF0h7PI0lSVK6tHpEwmAipkX0GlwvJ2M1M1l6IiLaelLXrSCVYUwOKgmQ2Y1QjF3vLtG13txFSB1gdfRRtARy54hjNu3YBYBkXiZw0F4nvsH512urxCDrx4NbiEXKSE20BTvvmd/nGAw9jjcoK0unK4ZZ2rvjHpzyytBxFgcuOGcVrPziBiUVxiJv7V4vpRPnjILcXgTeNSAZD2A0QKyJB6xgb7HYkszm1J3cViTxZFFHEIVHS5bTtTM4IOPd38KMv4erXYfYV6T1fX5moRiTEm2u7axnsXibiIE75WfrapaOjo6OjkyCurHwCRuFOlfxdxU7JaBQD0CQw1d3TgMUrxDBfTpQYqrltUxWRoP0OT1wMX39G/M5ueQWW3NZtEaoObH1VLI+6MDXt6Q27OlU1VU7jNBEWbvqUaZsrjpVgAbsuREUjAARVB1m3mbbQq9MWGJBpvQD+/fsBEYmgiWLxOW2j+uLJirbR8Qi9FCEDCFRWYlbjI9p9AZhzlbgjjoJk4VzbNBcjk/1+dl9wIfuuvQ4lns+8To/Imsu+D599g1Nk2sp6pm2f0YqQmYqLkQxCAjT34rR1N4jflyxXNqYUaAtO1ajYelCNdSkbG76vv522iqLQoscj6PSGoih9KkSmibY6vbN8Rw1nP7ySz/Y04LAYefiy2fz2qzOxWeIc9dOiEQbQZauhdSyDMUTbcJ5tboqjETQ0t22iubbeRjGaDv3nDM0uhXEnZ36u6fhTRZGL2u2R56g7ZBk++LVYP+Zbqoiuo6Ojo6OTGbjshTTYq1AIYQ3CgYNd3bRh12S8AtyOd7AaxLRqH1FTr8O5tikqRqZFI0w4HcafAhf/DZDg87/Dyt/1vK+nISIIpjsaQWOQOG1DrarTtg/xCClz2oZF25PF8RqbxPF7cpAVqk7bHkRbrahPfztt/WqerXlMJAbMPFKItv5DnZy2sgzVm8V6LKdtw26RSxsnHUXbnouQgRBtLUExkNPe1irqUYD43DXu6/FcmtPWn2bR1rdjB74dO/B8+mlsp7JOQmgzQPuSZ21wiOJUejxC3wmE82yLw7eFnba1tTEHKlIVjaChuXXbasQAl7WsLHyflrPbX4Nf7W2tBH1ikNmVP6xfztkXdNF2gPB53GG7uT0BAVbr5Jp00bZXAiGZ376znWv/tYYGt59pJdm88cMTuGD2iMQOpGWUDWCerYY2nSHUECMeoVmr0Jkm0VbLtT2QYK6tVoQsdwzY4h+gOCKw5UWKvPXmtt36ClRtAIsLTro17U3T0dHR0dFJBKc1h6DRTyhLiElPvt61eFNEgGuK76DbXsdqFKKt3xN14a45bQ9vFoPDfaGtNhKDpRUJnf5VOPsBsf7hPbDu393v39/RCDBoMm3l5hTEI+SmQLRtPayKixKMFf15bdZaj5m2WjyCp67b53ogpvUCBA6oTttREdE2XIjsUGVHEaZpL/hbwWjtWCzMng856v6aEzcOvFo8gssFNernvCen7aFDYaett7UFCsbDuFMARWTb9oBFi0fYmd54BF95RBT2rl+f1nMdCaTiulTPtE0d2qCSNsgEaiY3Iu821kBqykVb1ajobhHnskSJtprTNtBPg19anq09R0SOZjq6aDtAaC5bq92B2RI7tD0WYadtTx0MHQ40eLjs75/y2EciM+Xq48bw8vePZ1yhM7EDeRoinZiMEG3VeITGGE7bFExD6RHNaXtwHYSC8e/XX9EIg5UJcUQkhAKw9G6xvvCmiMNGR0dHR0cnQ3BZROSU1yH6Xnt2NLLpYEehLSHXZHsL7PoQi0GIPT5PVK6hqwgKJgIK7EugmGcsdi0VxymeAdklkdsXfAdOVAdJ37xZiLOx0KIRpl3Yt3YkgtYPcMee1pophN12fYpHSFDoj4VmwCiZCQ4RLRFd3LlbLI6IqNmN21bLk+0vsUHDv08VbUdHRFtTaSlIEorX2zFKTbuWGT4VjJ2mOWv98wQiEjyqg9omeSDoFWJwflm32wcOVWJRM23b21QH/jHXi+X6p3ss+medKERm/4EDyL4EigMmSHT8gmf9F2k7z5FCKq5LddE2dUSctpHfOMliCWtKwZquvyVuVW9IRZ5t9HE8Xi8AlrKoTNtibcZC/wx+tdaLQbjBUIQMdNF2wPA0JV6EDCCodTB0p20XfMEQb22s4rp/fc7J/7eMdfsacWWZ+OuVc/nNBdPJMicRgr53pVgWTgXn8NQ2OAlM6pddrHiEVBR76JHCKZCVAwE3HI5/ND7stC2elZ52DXYmqlV093wEgfbY26x7Ehr3gGM4HPv9fmuajo6Ojo5OvDjNYmC8xbEbgNKggTtf34wsRxx/Wv9Vjke0LX8PQn6s2UJk83s7FaMJRyT0Mdc2nGd7Rtf7Tv2FKGqqyPC/b4piVtFERyP0V54tRMUjZHimbWvf3XaaaCvHm4Mci055thARbU35vQgShZPFsptiZKai/hUbNPwH1HiE0ZF6GwaLJTzluUOubawiZBols8UyTtFWkWW8WjxCuypUF04GQ/fXWSLTVsQjeLUihJPOBlepcDFvfb3bfU2FhRhyckCW8e/eHVcbkyG60Jl3/bq0nedIISVFCLVMW7eeadtXtExbc5TTFsTnC2Ln2rY1it8XZ15BStqgOXZ9BsBkwjJqZKQdajZ4qKEhrYMzGq11ovjaYChCBrpoO2BE8mxzE9pPK9ygi7YCRVHYdLCZO1/bzPx7l/KD59azbEctsgLHjy/grR+eyNkzSno/UHdoebYZ4LKF+OIR+uJm6BGDAUbOF+v7E4hI0J22PVM8A5zFEPDEroLta4OPHhTrJ/8UrAm6xXV0dHR0dPoBp0X8PtW6hNO2KCSxeV8TL62P5EMm5LTdJoQcy9h5gIgW64Am2u7rg2grh6DiA7E+4fSu90sSnPcQTD4Hgu3w3GVweEvk/g7RCBO77p8uBls8QnYchX+7ISz0ezwofn/iB1CULqKtEgyG34O9zl7URNtenbb9U0AHxPVPuBBZlNMWwDxSCCEdclljFSHTSLAYWbvHjaxGHdg8ah5tD9EIoGXaak5b8Z7AaIKjrxXrax/vdl9JksK5tuksRhZ9bF95Rd8zlI9wwtelfciz1py2Id1p22eCVWo8QnEn0VbLta2p6bJPW0N6Mm3bzSYsI0d2KJxuzM1Fslq7bUuq0eIRBkMRMtBF2wHDrcYcOHISc9rqhcgEta0+/rlyN2c9tJLz/7yKp1bvo9kboCQnix+cMp5lty7iuW8fy+gCe99OtEd12pYNfBEy6CUeQet8qlV200I41zbOYmR+D9TtFOuxOoo64oJwYg8RCZ/+Bdw1kFcGc6/p37bp6Ojo6OjEicsshLl6azMOmw8DEkUhAw8s2U5Lu6jjEM4n7c016feEfxOtE0UfrEM8AkRybas3gbcpuUYfXAvtTWIm0chjYm9jNMHXnoDRx4GvGZ6+OFI8aSCiEWDwFCILxyP0IdfS5QoXltWOlxD1FdBySEzhH32cOI4myElSeCChW3oRbTURJFhTg6KKmekmVF+P4vGAJIVFWg3ziFIA/DGdttO7HkwTbet2gr93cUxz2VrtDkz1Wp5t90XIFEWJ7bQFOPoakIywfzU07On2GGHRtjw9om2ozU2wUohaxkLx2fJu2JCWcx0pRFz2qYhH8PSypU5vRJy2Hc1sPTltw/EIvc1GiBMt0zZgMmIs6xinIklSONc22A8DYK2qaKs7bXV6xN2sOW110TZe/EGZJZur+da/13Ds/Uu5561t7DjcisVk4CuzSnnqm/NZddup/OTMKZQNc/T9hK3V6lQoKXJhMMBoU7iCsZy26c60hUiu7f7PhHOhN2q2iimFjkJwFfe+/ZGKNiVTq16t4a6Djx8R66f+AkyZH5Suo6OjoxM/v/3tb5EkiZtvvnmgm9JntEzbNqOB4hxxQTTDmkVdm5+H3hdTj8NO2xhFTzqw60MxAyVnNNaRYtC3SzxCdgnkjxf9jP1xDiZ3pkIdLB1/qhBnu8Nsg8ufF47Ctmp45mKoqxiYaASIctpmbjyC7POhqNNc+zJFWjIYwn3bpNyP2ms0eoF4HYkqQpadjWTq4XUHEQ8G3Yu2w4aB0QihEMG6/hHRNZetqaQYQ6ciOpaw01YVbT0NQrQGKDqq68FcRWLGlyJD9eZez+1Rs4Vt2dlQs03c2IPTNlRfj+LzYVFjUsKZtiCuDTTH/NbXuj1Gup22/l3iuMbCYThPEINEeq5t30hFPEJ0pq0Sz3WnTkxkny/8nWdOxGmb4kJkNlc2BnUATh7RdSZ0fxZ1bKkfXE7bXn6ldNKFlmmbSLCzEgxGvgCPMNF2ZXktP3phAw3uyLSo2aNyuWTeSM6bWUqOzdzD3kmiuWxLZorqqhmAMU+LRxiATFuAEUeDwQStldB8AHJH97y9NtWqeGbYJaETg3GLxPNaXwENuyFfDWZf8TtCoSCBsYth/DnQ3k3mrY6Ojs4QxGw2YzQmkUc/SFizZg1/+9vfmDlzaMxE0eIR2iQDJfZ97GIkx+U4eafBw79X7+Xrx4yiKN54BDUagannY1Ev3Ls4bQHGLoSGXSIiYfJZiTdaGyyNlWfbGVseXPUSPH6G+L3+56kiGmH4Uf0bjQARp62vGYL+jBzU1fqlSFJYfEkWQ24Ooebmvom2UXm24Roh8RR2HjZJLFsrob1ZuLKjkIxGTMOHE6yqIlhdjVnNZkwnkWiEMV3uM48YAURl2mou27yxXdoepmQWlFeLfrs2q64bPFqerSsb6tUc2B6ctoHKSgBsqlGpva0VRVGQtOuCaReIug5bX4MTbo55DOtEzWlbHvP+vqKJwdYJE7DNnUPzK6/gXb8+Lec6UkhFbJ9BzbQlGETx+ZCyslLRtCMOzbkq2WwiHzqK7py2iizjbtJE29Rk2kqShBUJLwrBwq5FtcNO28P96LQdJIXIdNF2gIhk2sbvtI2eEtTrVJ4hREt7gFte/JIGt59Cl5WL547gkqNHMmF48vlYcaFVms2QPFsAkxaPEEO0TXumLYDFLgTYyvXCbdubaKvn2cZHVo5wMe9bBeUfwIIbUBr2UN3opumUf0D2SNi3b6BbqaOjo9Pv5ObmUlxcHLnAHyK0tbVx5ZVX8o9//IN77rlnoJuTEsJOW4PEcOMmYCH+w17OmlXEkq2H+dXrm/nHxFygF9E26IcdS8T6tK9gtQvBL9DuRZZDGKILHo05AdY/BXs/TrzBrYcjg8sTFse3T3YpXPUyPHEmeNW+2FEXJX7uvpKVK6aVKyFRjCy7D/Ub0kQkGiEbydC3yZ3GnFwC7O89VqNLI4IRE0aHImRN4rjxTPu15Qonals11JXDyHldNjEXFxOsqiJQVY1tVvoL7wb2iyJkllGjutxnHtEp07anImQaJbOg/N24cm3DRchsJggEweKCnJHdbq+Jx46iYpBbkEMh/F5P+HPN1K/A27eKa4vGfZDXVYi2TpwYfkyy14vBZuu1nYmgxS5YJ0zEPncuAN5Nm1ACgQ65mzrxo33++1KE0GCPxBzKbjcGXbRNikCVGo0Qoy9lGq6Ktp2ctt5W8VlFkrCnMHrR6g/gNRsJ5HTVcfrLaRsKBnGrA3e601anR8IZIQl8CLQqp4Z4pvIMIf7w3k5qW32MG+bg7R+dSJa5n1w34SJkJ/fP+eIgXIisuRklGOzwPuiXTFuA0ceKjtWBT2HmJT1vW6WKtnqebe9MPF0Vbd+DBTdQvf5dmiZcxPDhxdiLyoacYKGjo6PTE4qi4PF4qFEvJEpKMk+U6gs/+MEPOPfcc1m8eHGvoq3P58MXVU25JZlcz37AaRauKEWSsLV+iNH4HXzuID9aUMaynbV8uruBT/MsjKQX0XbPR8JB6iyCkfOxROWE+j1esjT3FQinLUDVBmhvgawEBq61AmQls8E5PP79CifBlf+Ff58PQd/AiLYGg5gF5q4Vf5ko2oaLkPXdTJBQAbtoqjaI91JWjnidtbap12FxOW1BvOZt1VC7PaZo258OMYhy2o7pap4wj1SdtpWVKLKM1FMRMo0EipF51NfAZgxAAOGy7aGPqjlts0aMwHTYR9Dvw9vaGhFtnYUihm7vSuG2XXhTl2OYCgow5uURamzEt2s3tukxYh76QLTT1jJuHMbcXEJNTbRv24ZtiMyE6G/CsX19jEaR7HYUjwfZ7YaC1Dg+jzQC1SKvWSuaGE13TlstGsGenYMxRbqT7PVi9bRDjgNflrVrW9T2pft71N3YgKLIGE0m7H0YVOhPjhzlL8Nwq3lA9kSctkdgnu3mQ808tXovAL+5YHr/CbaN+6Bpn5iyPvrY/jlnHBhzc0XHSFEINTWJHC2VUH/EIwCMmi+KY+3/rOftQoFIheWS9LsOBj0Tz4APfgV7VxLat4amrBEMz8+loHQsWFLrKNDR0dEZDNhUN1VNTQ3Dhw8fMlEJL7zwAuvXr2fNmjVxbX///fdz1113pblVfcdqtGIymAjKQbxGmeHmcqpCk1DqfHx/0QT++MFOHl1by/30Ir5p0QhTzgODAZPBgNFsJhQI4Pd6Ooq2OSPFtO/GvXDgMzEAGi9anm080QidGTkPvrMCvI0wbELi+6cC+zAh2GZoMTI5BYWINCKibVNiO+5eJpZlJ0GUQ1szwmgz2HqlcIowc3STa2suFqK55mhLN/4DQrQ1j4oh2hYXg9GI4vcTrK3DHK/TFqB2GwTawdy9o9HT0gSAnTZxQw/RCACBQ0K0NY8YQZanlrZ6H+2tLVAUJSBNu6BH0RaEoOpZswZfRXn6RNuJE5AkCducObQtW4Zn/XpdtE0SOUWDNgaHnZAm2uokhRaPYCqOkSMblWkbHVvS1ijy0lMVjQDg37cPayAIgNfv63K/lreb7u/RljphBnAVFPZ5Fkh/MThaOcSQQ6FwHlBC8QhHmGgbkhV+/upmZAXOn1XKCRO7Zp+kjb3qVKrSuWBNcwxDAkhGY7jjGuwUkSBrTtt0xiNApBhZzRbhaumOup0Q8olpU3ll3W+nIxg+FbJHQLCdwFs/AaMFu9MlIil0dHR0jlDs6vTIQCAwwC1JDQcOHOBHP/oRzz77LFlxTvW84447aG5uDv8dOHAgza1MDkmSyLaIPkhr4WRKjKKoUfWuZr5z8jhG5dvY4xfCmdzSghLloA0TCsL2t8T6tK+Eb9ZceT5PjAv3MWoho72r4m9sKCiKnUFiQm80wyaKgeyBQsu1zdBiZJF4hL73o5N22u5Wo86iohEgUtDXGO91WOFksexWtBVO20A/OW0D+7RM267xCJLJFM7VDezfrRZVpmfRNmck2PJFRnPN1h7P7VFfV3tQfd/1UIQMIk5bc2kpNqd4L3iji5GBiEhAgkNroSn295uWa+tPcTGyUGtrWNSyjh8PgG3uHNHOdXqubTIowWBYZO2coZooRocYpJPb2vrcriOV6HiEzhhVp60SCIS1BCAcH+CIdzZCHPh378YaDKnH7xr1aCrqn+9RLc92sEQjgC7aDgielmZQFCTJICpvxklEtB0cNu6+8vzn+/nyQBMuq4lfntvzKG7KCUcjZE6erUY4IkHtcIL6RasW6Ehrpi2IKXi5o0WV2YM9uITC0QgzxDQ+nZ6RpMiFo6cOkJASma6po6OjMwQZatEw69ato6amhrlz52IymTCZTHz00Uc88sgjmEwmQjGETKvVSnZ2doe/TEWLSGhb9BOKraJoUPXW/WSZjdx53lG0miMzR0KxYh72fyIyWm15Ysq0ilUV72OKtmOTEG0PrhFFpWx5osjqYEQTbTPUaRuJR+j7dYsm2sqJiLZ+j3BfA5Qt6ti2RAqRAQxTRdu62KKt5mAL9oPTNtTSEr4mjOW0BTCPVHNtt60VQqwtTxgDukOS4o5I8KpuZ1u7EGN7d9qKTFtzaSk2lxBt21s7ffZdRZHP+9bXYh7HMkErRpZa0VZz2ZoKC8PvMy3X1vPFFyiKktLzHQmEWiOivDF6ZkQSaEUMQ7rTNmm0eARTjHgEg8USNgQGonJtI07b1BVj9+3ZQ5bqtNXqO0WjicqhunoUv7/L/amiRStCpou2Oj2hvUntOTkdiyn0wpHktK1r8/Hgku0A/L8zJjE8ux+DxxUlw0VbtRhZ1AhVhyJ1/XExp7ltD/QQkaAXIUuc6CmaVgeYuub96Ojo6OgMXk477TQ2bdrEhg0bwn/z5s3jyiuvZMOGDYM+AsJpUUVb5zCKTxNO2cYmM+0HK1g8dTgnTS3GbRJ9Oq0YVAe2vSGWk88FY6QAkMUmRFu/19t1Hy3XtvIL8MXpxip/TyzHn9Zh2vygwq45bTNUtG1J3QwwzbCSUCGyfZ9AyA85o6BgfMe2aaJtIvEIIOLT/J4ud4edttXpF239ahEyY0EBRqcj5jbmEWqubYVwu1M8o8fcWSBu0VabLWr3aaJt905bRVEiTtsRpWQ5xXuhi9MW4KgLxXLrqzGPZQ2LtuU9ti9RoqMRNLKmT0cymwnV1RHI0JkNmYw2uGKw2/tcyE0TbfV4hOQJhp22sbPPY+XahusvpTIeYc9erAExMN0Wo6i6MS9PvF8UpUvGbipprdedtjpx4NFE2wSiESAi2ppSaFPPVO57exst7UGOKs3mqmO7VhFNK/UV0FoFRuvATnvrBpM64hUdj6C5GQwuF1J/XPCNXiCWPYm2ehGyxCk7WUxPs7jAemQ46uNh7NixPPTQQ3Fvv3z5ciRJokn9ztTpX0466SSee+65Ph3j17/+NbNnz05Ng0j8PaSTGEuWLGH27NnIsjzQTcl4XC4X06dP7/DncDgoKChg+vTpA928PuMyCyddq78V2ynfJTdL9FWqX/wDkiJz53nTaFVjfz79ck/HnWU5ItpGRSNAL07b3NGQMxqUUM/9kmj6kmebKWS401ZuEcLcgMUjaHm24xZ1ESyDqiAR9zWVY5hwq6JAfVfRMOy0ra1FCQbjb2MSBA5o0QixXbYQKUbm36d+xuLpiycq2hr9YuDA2b3wIbe0hMW2aKettzWGaDv1fEASLvjmg13utk6cCIi4hVQKeFrcgubkBTBYrWQdJXJzPev1iIRE0Zy2fY1GAF20TQXaYFKsQmQApnCubUQo1QqRpdJp69+zB2tQc9p2FW0lgyEqIuFwys7bmdZ68ZvpKujH6M0+oou2A4DmtE0kzxYgqI0KD3Gn7ae763l5/SEkCe69aAYmYz+/TTWX7aj5YM68AlCx4hHkFLoZ4kJz2h5cK3LhOqMooBU+0J228WN1wndXwuUvDErnjyRJPf79+te/Tuq4a9as4YYbboh7++OPP56qqipyUtBZjJcpU6ZgtVqp7geXTSbz+uuvc/jwYS677LI+HefWW29l6dKlKWpV4u+hocKKFSs4//zzKS0tRZIkXn311S7bKIrCnXfeSUlJCTabjcWLF1PeycnU0NDAlVdeSXZ2Nrm5uVx//fW0ReXLnXXWWZjNZp599tl0PySdDEdz2rb6W8FgpPgoISxVH1Jg9Z8ZV+gkq0D0f1/4cDPtgag4iENrxaC5xdUlg9Ri0zJtu7ocgUhEwr6Pe29kS5XaR5FgwmlxP7aMw646oDLWaZu6eARDMqLtLlW0HX9K17apLm+tT90rkhRx29bu7HK3aVgBmEwQChGsS+/roTltY+XZaoSdttXqdOee8mw1NNH28BZRTDgGshzCq0Yb2E2B3qMRVJetsaAAQ1ZW2Gnb3hYjGsVVDKOPE+tbX+9ytykvD6NagNm3a1evDydefBXiWNYJHQsK2tSIBO/6L1J2riOFUIqKkAEYnFqmbeaJtpuXvc/B7VsGuhk9IrvdyOp3caxCZBDltI2OR1DNYc54vyN7QVEUIdqqv/me5mZkuWsclEmdtRBM4/VUOB6hQHfa6vRAWLTNSc5pO5RFW39Q5heviqk8V8wfzexRuf3fiAyORoCe4xEMOf0k2g6fCtZs8LeJgmSdadwLvmYwWiKdXJ34yBkpsr0GIVVVVeG/hx56iOzs7A633XrrreFtFUUhGKcbpbCwMFyMKB4sFgvFxcX9loW5atUqvF4vX/va1/j3v//dL+fsiYEs2PTII49w3XXXYehjjrXT6aSgIHVTshJ9Dw0V3G43s2bN4tFHH+12mwcffJBHHnmExx57jM8++wyHw8GZZ55Je3t7eJsrr7ySLVu28P777/Pmm2+yYsWKLiL4tddeyyOPPJK2xzKUWb58+ZBxgoczbQNC1C+eIsSj6sAU+PAeqN5M8Qjh6mlvaOLvK3ZHdt6mCjWTzuwSD9Sj0xYiEQnx5NpWfCCWI+ZG3KqDkbDTNlMLkamGghT0TRN22rYeVvunUpc8W0VRCKmCRNyZthBVjGx7l7skoxHTcFX4SPPgrX//PgDMPThtLVqmbb06yFEUh4s/r0z07UO+bguutbe2CmMGYDMGei9CFpVnC/TstIUEIhJSl2sbjkeYMLHD7XatGNkXutM2UVJpJjI4xHd/pjltq3eV8+5jD/PmQw9kdO6x5rI1uFzdxqmEnbYd4hG0TNvU9MWDNTXIHg9WBSTJgKLIeGJ8n5uLitV2p9FpGy5ENnhqx+ii7QDgbtactrkJ7XckiLaPr9pDRU0bBQ4LPz1zAMQ+WYa9K8V6hoq2kXiEiNM2lcUe4sJghJHHiPX9MaYianm2w6d2yKTTGdoUFxeH/3JycpAkKfz/9u3bcblcvPPOOxx99NFYrVZWrVrFrl27uOCCCygqKsLpdHLMMcfwwQcfdDhu56ntkiTxz3/+k4suugi73c7EiRN5/fWIK6NzPMKTTz5Jbm4u7777LlOnTsXpdHLWWWdRVVUV3icYDHLTTTeRm5tLQUEBt912G9dccw0XXnhhr4/78ccf54orruAb3/gGTzzxRJf7Dx48yOWXX05+fj4Oh4N58+bx2WeRz80bb7zBMcccQ1ZWFsOGDeOiiy7q8Fg7uyNzc3N58sknAdi7dy+SJPGf//yHk08+maysLJ599lnq6+u5/PLLGTFiBHa7nRkzZvD88893OI4syzz44INMmDABq9XK6NGjuffeewE49dRTufHGGztsX1tbi8Vi6dYBW1tby4cffsj555/f4XZJkvjb3/7Geeedh91uZ+rUqaxevZqKigoWLVqEw+Hg+OOPZ1eUc6ZzPMK1117LhRdeyO9+9ztKSkooKCjgBz/4QdwCdaz3UKJtiue9WlVVxbnnnovNZqOsrIznnnuuy7mbmpr41re+RWFhIdnZ2Zx66ql8+WVkOuqXX37JKaecgsvlIjs7m6OPPpq1a9fG9Tg7c/bZZ3PPPfd0eE9FoygKDz30EL/4xS+44IILmDlzJk899RSVlZXh9922bdtYsmQJ//znP1mwYAEnnHACf/rTn3jhhReoVF1UAOeffz5r167t8JzpHHm4LJF4BIDi8aJfcjg4BTkYhFe+gyVXXMhn+z08uqyCAw0eIQRp7rpO0QgAFruWaduN01YrYnRofczM0Q5oebYTTo/3YWUm4Uzb9GX/9QUtHiElmbY5uUACou3u5WJZMhMcHUUHxetF8fnEcROZ9dhLMTItLzLdubaBsNO2h3gEzWnrllAkCwyb1PuBDYZIjEI3EQlaNEKWGQwScTttNdE2y6kWIouVaQtqRAIi5qSlssvdYdG2IjWibailhaA6Dds6oWPusea09ZVXJObw1kmpmShT4xEO7xYzktyNDbQ1ZObAGUAgnGcbOxoBujptZTmEW72GcqQoHsG/R0S1WEeOxK4Owrkbu0YkaBEOwcPp+R71edzhwV/XsMEzaJsRou2jjz7K2LFjycrKYsGCBXz++efdbvuPf/yDE088kby8PPLy8li8eHGP22ciyX4Ihrpoe7DRwyNLxRfgz86ZSo59AMS+mq3CsWB2QOnc/j9/HETiEaIzbTU3Qz/moI7WipF92vU+Pc825SiKgscf7Pe/VI8e33777fz2t79l27ZtzJw5k7a2Ns455xyWLl3KF198wVlnncX555/P/v37ezzOXXfdxaWXXsrGjRs555xzuPLKK2mIEWqv4fF4+N3vfsfTTz/NihUr2L9/fwfn7wMPPMCzzz7Lv/71Lz7++GNaWlpiTiXvTGtrK//973+56qqrOP3002lubmblypXh+9va2jj55JM5dOgQr7/+Ol9++SU//elPw9mfb731FhdddBHnnHMOX3zxBUuXLmX+/MSztG+//XZ+9KMfsW3btrBL8uijj+att95i8+bN3HDDDXzjG9/o8Ht5xx138Nvf/pZf/vKXbN26leeee44iNUvqW9/6Fs899xw+9cIW4JlnnmHEiBGceuqpMduwatWqsADambvvvpurr76aDRs2MGXKFK644gq+853vcMcdd7B27VoURekiEndm2bJl7Nq1i2XLlvHvf/+bJ598MixeJ0OibYrnvXr11VdTWVnJ8uXLeemll/j73/9OTdR0M4BLLrmEmpoa3nnnHdatW8fcuXM57bTTwu/fK6+8kpEjR7JmzRrWrVvH7bffjlkt5LF//36cTmePf/fdd1/cz8GePXuorq5m8eLF4dtycnJYsGABq1evBmD16tXk5uYyb9688DaLFy/GYDB0GHwYPXo0RUVFHd7/Okcemmjb5hdO2/xiBxabiaBspt40Gw5vxtAmBJepDgVfUObet7aJwd6mfWCywYTFXY5rtfcSj5A3FrJHghyAgz1cF4QCEUFvMOfZAjjUqZ0ZHo9gcKWuEJnc0oIS6jqltgvhPNtY0QjC9CBZLGEXX1yEnbbdibb9U4zMr/7mWEZ1H49gGj4cTEZQJIK2iWCyxHfwXnJtNWec3ahWdu/VaasVIRMiss2lxSN0I9pml0Yi2GJEJFgnCTds+9atPZ43XrRoBFNRUZfBBVN+PpaxYwHwbtiQkvMdKaTSTJSpom2tlhcN1OzN3MHqYLUwqJh6Em07OW09zc0oiowkGcICa1/x7RazaixlZThyhZahzT7v0BbNaVuVnu9RzWWb5XRhycq8GMzuMA10A/7zn/9wyy238Nhjj7FgwQIeeughzjzzTHbs2MHw4V0ty8uXL+fyyy/n+OOPJysriwceeIAzzjiDLVu2MEL9Qch0PElm2moVU4eqaPvr17fiDYRYUJbPxXMH6LXUohHGHBd/B6efMcWMR+jnTFuAUWoxslhOW62zp3X+dPqMNxBi2p3v9vt5t/7mTOyW1P1U/OY3v+H00yPupvz8fGbNirxP7r77bl555RVef/31HkW8a6+9lssvvxyA++67j0ceeYTPP/+cs846K+b2gUCAxx57jPHjhZPixhtv5De/+U34/j/96U/ccccdYUfin//8Z95+++1eH88LL7zAxIkTOUotWHHZZZfx+OOPc+KJJwLw3HPPUVtby5o1a8hXB1wmROWm3XvvvVx22WXcdddd4duin494ufnmm7n44os73BYtSv/whz/k3Xff5cUXX2T+/Pm0trby8MMP8+c//5lrrrkGgPHjx3PCCSIX8uKLL+bGG2/ktdde49JLLwWEY/naa6/tNnZi3759FBUVxYxGuO6668LHue222zjuuOP45f9n77zDmyrfN/7JbtLd0sUs0ELZG2UjQxREEJQlssEB7sHPzde9Jyoqy4HgRhCRDbJ32Rs6gE5Kd5v9++PNbJM2acvS3NeVq2lycs6b5CQ5537v5/O8+CIDBgwA4NFHH2XixIkVPsfQ0FBmz56NTCYjISGBQYMGsW7dOqZOnerJS1TtMbVp06bCffX48eOsXbuW3bt32wzOuXPnEh9vL7ncsmULu3btIjMzE5VKlH+/9957LF26lF9++YVp06aRkpLC008/TUKCqDZxfHzt2rVJrOTkMcwL/piVwWw1662Kioqy3Zeenl7ueEwulxMWFlaO4Vy7dm2Sk5M93r5P/z5Z8QgFemHKSKQSohsFkXIkh7T4mUQcH4ksJxEIpFeMinclEv4+ks4RyQZagGDMKsuXcKrUlqStOzyCRCIQCQd/FIiEMkxcm1J3gjZfpFRrt6vWc73msuIRSnOFGX2dVTbVKB7B4fjWmJ9fcQMxs7lCnq21Uk0WGuodRslq2l46AwZdufMEWzOyK2Q2AJhKS23JUEUD942aJTIZilAN+qwC9PJYPN4zKjNt83MB0EhLxA2RFVdFukvausUjgEAkpO4QiISbH3C6S22pwCk5dAizwYBEXr3jU+1pERYqy7O1ba99e3RJSRTv3UdAr17V2tZ/STV5XiqzMm2vM9M2M8mO9sk8d5bGHW66hqNxr6okba0JWP+QEKQ11GNFdy4JsJi25mJIsjc7cxqLdfLrCiVt8y9Z0Ag3UBMyuA6Sth988AFTp05l4sSJNG/enDlz5qDRaFyWmAIsWrSIhx56iLZt25KQkMDcuXMxmUw12rDkSqsqTFuz2WxP2nrDX7pBtOZoBmuPZSCXSnhtaMurxqIsp+ucZwv2pK0jHsFkndG8WkxbgLodQSKD/PPlu7xa8Qg+09anMnJM64FILz711FM0a9aMkJAQAgICOHbsWKVJ29at7Sluf39/goKCyiUaHaXRaGyGLUBMTIxt+by8PDIyMpwSrjKZjA4dOlT6fObPn8/YsWNt/48dO5aff/6ZAssJSWJiIu3atXNrpCUmJtK3b/Ub4ZR9XY1GI6+++iqtWrUiLCyMgIAAVq1aZXtdjx07hlardbttPz8/J9zDvn37OHz4MBMmTHA7hpKSEvz8/Fze5/h+WQ3CVq1aOd1WWlpKfr6L5iQWtWjRApnMfvDo+B5WRd6OqbJ99cSJE8jlctq3t1dpxMXFEerwm33gwAEKCwsJDw93SseeO3fOhhV44oknmDJlCv369eOtt95ywg3I5XLi4uIqvHhj2ta01Go1xe6SkD79J1QWjwAQ3UgkddIL60Lbe5GpRKVBkDafiV1jAVCeFJNkxY0HuVyvFY+gdYdHADsiIamCZmQ2NEJfUQ5+I0sdCliOl4vdV5qUk74E1rxkP+a9QqpJPIJELrc1JLKeD7lV5jEoTAe5nz216SCj5TzM4yZkVgXVAWUAmI2Qc7bc3bakbU10Pc88BnP7w37n5o76VIFGkAYEVBriUQaKSimdyQtzwnrcnn4IXDQJKsl3SNoG1QW/ilN47pi2LhuRWdXMgkdJ2SGaBjpIFReHNDAQc3ExpSdcJ569kZ1n69q0tXFt9/m4tt7I2viqJs5LrUlbY1FhJUtePZlNJrJT7BPU13PSVm9N2sZ4lrQ1m80UWni2/jXEswU7HkHZyDFp6wKPYDGXDVeIaVtgaRQZWMtFE7Jjf8LKmRUfQ1wjXdOkrU6nY+/evTz77LO226RSKf369bOV5VWm4uJi9Hr9NT1J8VbWHVTjRdLWVFgIlqY9/7akbbHOwKxlopnV1J6NiI8KvDYDMRrsXYevZ9PWYgAYc3Mxm0xIpFJ7CdrVYtqCSMJEt4K0RHFg1epucXtBBhRmABKIanH1xvMvl1oh4+grA67JdmtS/v7OCaqnnnqKNWvW8N577xEXF4darebuu+9Gp9NVuB5rubhVEonEhhzwdPnqoh+OHj3Kjh072LVrFzNnzrTdbjQaWbJkCVOnTkWtrrj0prL7XY3TFce17Ov67rvv8vHHH/PRRx/RqlUr/P39eeyxx2yva2XbBYFIaNu2LefPn2fBggX06dOHBhUke2rVqsXly+VLncD59bdOyrm6zdv3sKLlK5O3Y6rqvuqowsJCYmJi2LhxY7n7Qiy/7bNmzWLMmDGsWLGClStX8vLLL7NkyRLuuusuUlJSaN684nLU5557jueee86j8URbDo4zMjKIibF3Fc7IyLAxhaOjo8uZ4waDgZycHNvjrcrJySEi4sbpxutTzStAaWlEprOfYMdYuLZpZ/Ng7FvI/t4EmDCe2cP/vfsBDcznid97AZ1ZxpA1AfwvNJuucc5GkxWPoKtoUiBWVApwYY8wJhUuvudOWTjUNzoaAUR/AU2YwHoVZ3vexHT7bNj6MRz6BR47fEXMa7PRKM5dAGkNVYHJgoMxFRZiqowvakUjNOgKivITiVY8gjw0xLsBSCSCDXtxn2hGViZlai0/NqSluXq05yrJhSVjhDF86RS0uAuUlqR5qp1nW1nARaEUyUR9qRclwLXiQaEBfZFIFEc4s3CtTFu1XA9RFf8WgUPS1lINa03a6kpKMBr0yOQuMsDBdaBuZ4E5ObYcbrI3vZRIpajbtqVo82ZK9ieiblG98wyd1bSNd5+0BUuyV6dDorw+qzCvN1nxCDWBRrke8Qi5GWnotfZmrY6p2+tNBlvSNsbtMvII8Xtr1ukw5eVRaMF1BdSgv2Zj2jZsSIBZoNdcMW3llhCFISurRtL0ZVVgSdoGuTJtjy6FQz+LhozW5qbXia7pFHN2djZGo7HCsrzKNHPmTGrXru3EY3OUVqslPz/f6XItpS8tRVciSkq8wSNYZ5Ulfn5I3SSZblR9uv40F3JLqBOi5uE+rn80r4rSD4iSOb/g65rFaktaG402lq2NaXs18QjgwLV1QCRYU7a14l2WOPpUNUkkEjRK+VW/XOnU+9atW5kwYQJ33XUXrVq1Ijo6mqSkpCu6zbIKDg4mKiqK3bt3224zGo3sqyRZMW/ePHr27MmBAwdITEy0XZ544gnmzZsHiDRnYmKiW95u69atK6wUiYiIcGqYdurUKY+SjFu3bmXIkCGMHTuWNm3a0KhRI06ePGm7Pz4+HrVaXeG2W7VqRceOHfn666/54YcfmDRpUoXbbNeuHenp6W6N2xtdle2rTZs2xWAwsH//ftttp0+fdno92rdvT3p6usvEbC2HhghNmjTh8ccfZ/Xq1QwbNowFCxYAdjxCRZcHHnAuJ61IDRs2JDo62mk/yM/PZ+fOnXTp0gWALl26kJuby969e23LrF+/HpPJxE032csBS0tLOXPmDO3a3eAl5z5VS1Y8Qp7ObqxFxgYhkUBhjpbCEiWyXg8CYMxKQ356NfcFiVLsffK2nMqXMWbuTl778yilenvSz4pH0LrDIwCENYLAGDDq4Pzu8vfnnYfMIyCRQmPXbO4bTrZmZB5ybbUFsP0zcT3/guu+BDUgo8P5liywZsIY1r4NlTaFsqIRXPBsAQyW32OvmpBZFWExarNPlrvLmhCrVtLWZILfH7AneUsuw8EltrutPFtFBU3IACjOQaEQr5M+z+D59qUyEcgAl4iE4rxcADQyfaVNyEzFxbbzV0UdkbRV+fsL8xsoLawgOdliqPh7dGm5u9Tt2gI1k37Vnqo4aats2BBZSAhmrZbSY8eqvb3/iowFNZ+0NRVdP1U8mUnCgAyNEZMR+VmZlLjjNF9jWRnbigqStlKVyvb9asjKsmELAmqoCZmptNQ2gePItC10cb4gDw8HuRxMJgzZNc9rz8+24hHKmLZmsz1ha50Avo50Q9cFvfXWWyxZsoTff//dbUnmm2++SXBwsO1SrwJo+9VQkeXHTq5UofQg6WTVv7UJ2amMAr7+RxyYzLqzRY2yM72WjWfbXRy0XKeSKpX2EjHLl52NHRRyFZO24MC1dTjotx7kXcfGt0/Xj+Lj4/ntt99ITEzkwIEDjBkzplrpyarq4Ycf5s033+SPP/7gxIkTPProo1y+fNmtaa3X6/nuu+8YPXo0LVu2dLpMmTKFnTt3cuTIEUaPHk10dDRDhw5l69atnD17ll9//dVWTfLyyy+zePFiXn75ZY4dO8ahQ4d4++23bdvp06cPs2fPZv/+/ezZs4cHHnigXOLUleLj41mzZg3btm3j2LFj3H///WQ4nEj6+fkxc+ZMnnnmGb799lvOnDnDjh07bGazVVOmTOGtt97CbDbbeL/u1K5dO2rVqsXWrddfWVFNqLJ9NSEhgX79+jFt2jR27drF/v37mTZtGmq12rYf9evXjy5dujB06FBWr15NUlIS27Zt4/nnn2fPnj2UlJQwY8YMNm7cSHJyMlu3bmX37t225m7e4hEKCwttZi6IxmOJiYk2pINEIuGxxx7jtddeY9myZRw6dIhx48ZRu3Zthg4dCkCzZs247bbbmDp1Krt27WLr1q3MmDGDUaNGUdtS8gqwY8cOVCqVzez16b+pRsGNkEqknMs7x9lcS+MRPznhdcVxS/rZfGRNuwJg1Elh2cOCQwu0GzCOMTcJM2rulnMM/Wwrx9PFyb8Nj1DRpJVEUjEi4bQlZVuno0io/htk5doWe3hyu3ueMAKtOvRLzY8Je3m0VKNBUtFvlkEL2z+H9MOVrtN6DlShaWvQ2qvmXPBsAYyXc8X6qpIiszUjO17uLlvSNjMTs8ELo9RRW96HkytBpoJ2FvTS9s+FmQvorU3IKjNtMw6j8BeTHvr0LO/GYOPaJpa7q8TyvgrTtpImZBaTRhoUZOOSSqUy/PzF9ZICDxAJydugwDnIpbFMDBYn7i/7KK9kzMuzNV5SujFtJRIJauv29lVve5kffcTpvv1qBp9xncuG7auBMJHU//pj2lqbkNVt1oJgS+OszHPXHyLBbDbbTNuKGpEByCOFianPzKTIhkeomd9JXXIymM1Ig4ORhYXhbwmgucIjSGQy21gMV6Cpo7URWbmkbc5ZKLgIMiXU7VTj262urqlpW6tWLWQymdOJJIiyvLIld2X13nvv8dZbb7F69WonLl1ZPfvss+Tl5dkuqZaykmslG882JMSrBNu/0bQ1m828sPQwBpOZfs2i6N/cw7KuK6UbgGdrlfVA02hJC9Tkj6NXspq2GYdFegMceLY+09anyvXBBx8QGhpK165dGTx4MAMGDHBigl4tzZw5k9GjRzNu3Di6dOlCQEAAAwYMcDshuGzZMi5duuTSyGzWrBnNmjVj3rx5KJVKVq9eTWRkJAMHDqRVq1a89dZbNjZr7969+fnnn1m2bBlt27alT58+7Npl73z+/vvvU69ePXr06MGYMWN46qmn0Ggq73b9wgsv0L59ewYMGEDv3r1txrGjXnzxRZ588kleeuklmjVrxsiRI8uVwY8ePRq5XM7o0aPdvhZWyWQyJk6cyKJFiypc7kaVJ/vqt99+S1RUFD179uSuu+5i6tSpBAYG2l47iUTCX3/9Rc+ePZk4cSJNmjRh1KhRtiZuMpmMS5cuMW7cOJo0acKIESO4/fbbnRrVeaM9e/bQrl07W/r1iSeeoF27drz00ku2ZZ555hkefvhhpk2bRqdOnSgsLOTvv/92er8XLVpEQkICffv2ZeDAgXTv3p2vvvrKaVuLFy/m3nvv9Wj/9Onfqyj/KHrVFQ17fjj+g+32GCvX9kyePTGpV0BRpigBl0hRtbiDN+5qxdxxHakVoOR4egF3frqVuZvPovCzlIdXxLQFe0ljsgvT9tQa8Te+f/n7blRpLMxBT5K2uiLY9qm43ko0YeToUtHErIZltPBspZV1Hl/1PKx6Fn6dLJJOFcgaTLA2Znap1F2gLwb/SIh0XTpvPXaWeYtHAAfTtjxPtdoJsdPrYP3r4vqg9+G2t0SZ7qVTcFrsu7oUKx6hkhBS+iEUAcI41l04X/GyZVVBMzJb0lZeedK2LM/WKhvXtqJmZCH1xOQKZoFIcHx869YglWK4mGYzpKoiK89WHhNjM5VdSV0DXFt9RgaX5s5Df+EChZs2VXk9N4rs2L4aTNpWlMy+yspKFhOSEQ0aEhnbCLg+EQmm/HzMlonOihqRAcgj7Fxbe9K2Zpi2NjRCbCwSiYQAK9PWHVLNYoTrrwDX1pa0reXcYJekLeJvnQ42HM31pGvKtFUqlXTo0IF169bZTiatTcUq6hr+zjvv8Prrr7Nq1apyzVfKSqVS2To0Xw8qtpi23vBs4QYwbUtyYccXoCuEvi+X66jqSr/vv8DOczn4KaTMurNyLtIVlUFnT4veAKatPDQUfUqKrcTrmjBtQXCngutBXiqc3yNSDWkW09aXtP1Pa8KECU5Nq3r37u2SIRsbG8v69eudbps+fbrT/2VxCa7Wk+vQmKTstsqOBWDo0KFOy8jlcj799FM+/VSc0JpMJpo1a8aIESNcPr/hw4djNJZv0mHV0aNHbdcbNGjAL7+4TzMNGzaMYcOGubyvdu3arFq1yuk2x+caGxvr8vUICwtj6dKlbrcJgiH//PPP8/zzz7tdJjs7m9LSUiZPnlzhuqx6/PHHadGiBcnJyTb+bdnxuRpz2fds1qxZzJo1y/b/woULy23ro48+8mhMUPk+5MmYPNlXY2Ji+Ouvv2z/nz9/nszMTOIcUjyBgYF88sknfPLJJy7Hunjx4sqfkIdy97lzlEQi4ZVXXuGVV15xu0xYWBg//PCD2/uzs7P55Zdf2LNnT5XH6tO/R2OajWFD6gaWnVnGo+0fJVAZSHTjYA5tukDa2TxkfWIBMOnAjBwJBpGQtaRG+zWP4u/6Pfm/Xw+y9lgmr604xuY6Cloj8Ahms9l98CG2h/ibugv0pXamqUEHZzeK6/8m09bfkhbyxLTdu1AkckNj4c5P4cx68f/ZTRDvGjNXVdkqwCpCI5z4G3Z/La5nHRes2DruG4BKPcEjWHm2jXq7ZfXaGpFVpbGz1bTNPiUadTlU5klkMhSRkegvXkSfllapSeKky8nCuMYMHSZA+/vE7e3HCQbx9s+gyQA7HqFeJUnb9EO2pK0hPQOzXl9x4tlRNtP2oDDSHT5rxbkigaeWGwTftwKV5dlaZeXallTUjAwEIuHCHjj6B3SeartZ6u+PKqEp2qPHKNm/H8Xtt3vyrMqpMjSCVRpLU9ri/fsr/u6pQJe/X2TrTWM1i//NMtoakVX/vPR6ZNpmWpK2EbGN0BYXc2rntusyaWud1JCFhCCtpMLb1owss+bxCNqzlqqbhg0BHJK2l11+puSWpo6GjJpN2ppMRgpzLI3Iwss0aEy+ftEIcB3gEZ544gm+/vprvvnmG44dO8aDDz5IUVEREydOBGDcuHFOjcrefvttXnzxRebPn09sbCzp6emkp6dTeB3NvlQkW9I22EvT1lrKU5VZ4SspfSls/QQ+bgOb3hIHFnsXVPqwS4Va3vhLsIEe6RtP3dBrPKNxYa+YmdfUqnTm+HqQPWlrxSPUHDvIa1nTtqm7oDQPLosfMttBn08+3QBKTk7m66+/5uTJkxw6dIgHH3yQc+fOMWbMmGs9tGsivV5Peno6L7zwAjfffLPH6efo6GjmzZtnK7//r2n9+vUsW7aMc+fOsW3bNkaNGkVsbCw9e17/k4HVUVJSEp9//jkNLQfkPv23dVP0TTQObkyJoYQ/Tv8BQLQlaZudUoBZbUm1mc2Yur8AUjl0nua0jloBKr4e15E3h7VCrZCxLVWcsJtNJgxarfuNh8eJlKVRK47trErZLoIF/hEQ/S86PvEUj6AvEc3HALo/IcxsKzf0cM0jEmzd490l7Qoy4I+HxHVL8zoSK56w8ohpa+XZukEjABisjciqgkcIaSDQBUYtXE4qd7cNkeBNCby+FH66T2ArareH29+x33fT/SCRwblNmM/vt3MhG1Ru2sr9TEiUIvnrVSI1IkGUCGvzyj3HEosZrwmPdt3oz/FpWU3bcklbsU+UVJS0BWg+RPxN3gqFzlVAmrYWZIEDQ95bWc3TykxbvxYtkCgUGLOz0VehYtdUXMzln36y/a/7l5u2ZpMJk+W9rRk8gvAIzFpt1bEjNaiSwgIKL4nv24j6DYlseP0mbfWWnhhyh0az7iS3NJE1ZGXZGoTVGB7hXBLgYNpawosmo8ElJsXaNE2fVrOmbXFuLiajEYlU6mxIm832pK3PtHWtkSNH8t577/HSSy/Rtm1bEhMT+fvvv23NyVJSUpyasHzxxRfodDruvvtuYmJibJf33nvvWj0Fr1SUZ8UjeJu0tcwKXy9JW5MR9n8Pn7aHNS9Caa59tn/jW8K8cyOdwcSDi/aRXagjPjKAKd0bXZ0xVyQbGqGH04zy9SpZmNh/jJdzMOl0mC3N7WpiRtNr2ZqR7bAzyYLq/nt4cT79JySVSlm4cCGdOnWiW7duHDp0iLVr19pYov81bd26lZiYGHbv3s2cOXO8euzQoUPp0aPHFRpZeW3evJmAgAC3l6spvV7Pc889R4sWLbjrrruIiIhg48aNHnGIb2R17NiRkSNHXuth+HSdSCKRMDphNACLjy/GZDYRGO6HJliJyWQm62KpLT1ljB8Gz2dA8ztdr6dzff56tAfN60dgQhyfPfztdn7Ze57UnOLySXKJxDUiwVJeTlx/twnMG1KeNiLb9x0UZojqqDbivaHl3eLvsT+FqVuDqhCPYDLB0geh+BJEtYThc8Xth38RTFo3kgWHiHW7M22Lc+CixcRr1Nv92HKs51RVSNpKZfaEaUXNyDw1G8xm+OtJgSLQhMOIb0HuUCEaUt/22dCv+gQMBiRKpS0V51IGLWQdRyIBhcWssaIKPJJMAVEWtIQDIsFo0FNaUgqAJqZxpavRX3Bt2lqTtqWVNW4KqS9MbLMJji1zukttmUgu2Z9Y6TjcyVPTVqpS4deyJQDFe71HJOT98QemvDwkFuSQNeH7b5WpoMCGOqkJ01bmb29qfT2kbbMsTciCI6NQaTRExorPwuWLF9BrS6/l0MrJyoT1JPVv/U7RZWTYMCgBYTWLR1A2EqatTK7AzzJ5Yw00OkphSdrqazhpa0UjBISFI5U59C+6fE405pQqoG7nGt1mTema4hGsmjFjhlscwsaNG53+v9pdxWtadqbtDYpHMJvhxEpY9wpkWbpoBtWBW56HVnfDF90Ee2nLh9BvlouHm3l52RF2ncshUCXni7HtUcqvg4PnG4hnC/Z0gCHnMibrwatEYmtQdlVlS9ruth8s+3i2Pt1gqlev3r+2gVZV5ElZ/fWijh072hptXWsNGDCAAQMGXOth+OTTNdfgxoP5eN/HpBSksPXCVnrU7UFMo2DO7M8i/WweQcHBmIqKhAFnQam4U8Na/vzyYFc+2ekHuhJ2Hr/A32cFp692sB+dG4bRuWE4nRuG0TjCH0lsdzjyu0jO9HpGrOTfyLMF8LecVBdfcr+MQQtbPxLXuz9mR5jVu0lMsuefh1Or7cnGGlCFeISdc+DMOpD7wfB5UCseAmuLJjAn/3Y7DnvSNtf1Rs/9A5hFUjSotutlsDfxtQYgvFZEE8g4JJAOTZ1L821JW0+Trfu+ESEYiRTuni9YrmXVZQYc+R3dnr+BEBT16yGpaOIh6ziYDOAXjKJ+A3TJqejPV4Fre3G/MG0tiWxrEzIJZvzquuYFO6oypm2FjcisajFUYDOO/gGdpthu1rRrC0DpsWOYSkoqLf12JZtpG1+xaQuCa1uyfz8l+/YRctdQj7dhNpnI+eZbAGo98ABZH32EISsLY27utT+nv0KyVn9K1GokyspxiZVJolQiUSox63SYCguvTUDJQXaerQidBYSGoQkOoTgvl6zkJGo3SbiWw3OSdfJIEeOBaWtJ2hZmiVS7VCZHHVAB3sZDmc1mO9PWoRorICSU0oJ8ii7nEFE/1nksUdbv0Zpl2hZcctOEzNq49Drl2cJ1kLT9r6m6pq38Wn7Bp+yA+bfBktHCsPULgf6vwsN7od29Yma4v6VZyo4vIK/8AcJ3O5JZvCsFiQQ+Gd2OuMjqfxlUW7piOG9p/NOw17Udi4eShdobkTnC3is8iLtSimoBykDQFcDBJeI2H8/WJ598ukpSq9XExcW5vfjkk09XXxqFhiFxwnyzNiSLbixOttPO5CG1NZXK9Wh9CpmUoGBxzDiqbQTt64cgl0q4mFfK0sSLPPf7Ifp9sIlOr6/llUOW0suUnZj0WshNEUaWRFph2fz1pKLcy+xbuRyDTlfxgp4kbRMXiRRRYG1od5/9dqkUWlp46odqFpFgcoftSj8Ma18W1299DSITRHq1tYUfXwEiwdaIzF3S1sazdf8em41G+zlVVZi2IExhgKwKkraemLYX9sJfT4vrfV50nw6u2xHq3YTe4nEqK+XZWqreolujqFsXAJ03SVtw2Yys2GLEq2V6JFGV9yJxz7QV+0SlSVuwG/hJW6Awy3azvHZtkQw0GCg5dKjy9ZSR4fJljJZmcarGlaeGNZZkb/F+75K2hf/8gy4pCWlAAKFjx9oM7H8z19Z4BZpj2yozroekrZVn28BuQEY2FPvQ9YZIMKRb8AjRHuARLEnbwstiAtA/NLRGfAVDZpZISEulKOrbv7us6IVrkbQNDC9r2l7faATwmbZXXdZGZP5eHihc06Rt5nFYPBrmDxAl8HI/6P44PHoAuj3izDRqOhDqdwVDqb0DqkVbT2fzv+WiOc//3ZbALQkVlPaUlbZAHFAW1OCH16gX5WJfdAGjTiSGw64DVIMHcsQjXIkfR68klYkDSoB0y4GTj2frk08++eSTT/9pjU4YjQQJWy5sITk/2ca1TT+b51lTqTJSqkUCZmSbCH57qBsHZ93Koik38UjfeG5uFIZKLiW7UMf8kyqyzUFIjaVMeH0Ov/20UKyg3k2grqJRd5W1Zcm3bFj4JXtXLK14wcqYtkY9bP5QXO/2qHPpPYgqOYCTq6DUg+Sjh7Iemzp1j9eXiGZbRh00ud0pOUlbCz/+9Bonc85R1oSdKdfNPuMBz9aYn28v3a7qOZW1GVnW8XJ32RroVGbaFmXDj+PEa5Fwhzivqkg3P4SuUBTIKuu6TxED9mPx6FYoLYap/nw1TFvL62Vrpi3XQ2TFpq1Jp8OQJd5HRR13SVsPTNvQWIhpKxAJx5fbbpZIJHZEwj7vubZWrqyidm2bIViR1O3aWR53xuOJJoCchd8AEDJiBLIAf5SWVO+/2bQ1WVP2QTUXzLqempHZm5DZTdsom2l7fTUj8yppGymMzGJLAr6mmpBZU7aKunWROiSvresvzClfJWKrWMjMwlxB02dvVZDtImnrxLPtVmPbqmn5TNurrCLLF723jcgM18K01RbCH9OFqXniL5FQaD8OHtkv0AdqF2ORSODWV8X1A4ttBw5J2UU8tGgfRpOZYe3qMK2nF+aoyShM418nw4ct4OcJ4sNV1dJdox72fgOfdoBlMwRkX1ML7vjwhuDZgjMewVomds1MW7Bzba3y4RF88sknn3zy6T+t+kH16V5HJFeWHF9CRP1AZHIppYV6SgOFmWR0Z8C5kEojTFtdiUAjaJRyusXV4on+TVgyrQsHZ93Kzw904ekBCZzVCNOppf4wgakbAVha2JzE1NyaeXJXWGmnTgCQcvhAxQtak7bFOeJ4uawOLIG8FNGcrcP48vdHt4bweNFY6/iKao7aLqPlxF8W6HBsuvpFYXQGRMGQ2c7H3BFNRWmqyQCHfna5zgobkeWchdxkwSRs4P7E24pGkAYFIakqa7yWxbTNPlnuXMTGkK3ItDUZ4ZdJAksRHgdDP6/8/CPhDnRaYYIppJWUDDuYttakrVdMW4DIFqIBWnE25IvEbEm6SBFq5IZKQy4GSz8aiVpd7tzVnrT1cJLA2jDv6B9ON1sRCSVVaEZmNU2VHqARQJx3KWNjASj2EMdUevw4xTt2gExG2Nh7AfCLjxfbP3nKuwHfQLLxrINqDmNgxf+ZioprbJ1VkdGg51KqaLQb2cD+GYiMtTQjO3edmbbeMG0teIRSxHeaf0gNmbZJ5dEIYv3CC3OVtJXXqiUqQQwGDJcqQP94KZdJ28tJ4rtYKrcjH69D+Uzbqyiz2WzbMTVVZdpWtZSnKtrygeAsmU1iFvihHXDnpxVyogCRumxxF2CGNS+RX6pnyrd7yCvR065+CG8Ma4XEG3N08weQtFkcPJgMglO2cBB8fjPs+trzZIBBB3sXwiftYfkj4uDOP0KUZz12EJrcOBxCRzyCvQTtGjJ+HL/k1GEiteyTTz755JNPPv2nNaaZSFAuPb0UrbmUyFhhPOX6WUxbL5K2Ko1IW2mLXZ+4q+QyOsWGMf2WODr3Fs2bHqibRA/5EQC+SmvM0M+2MvqrHfxzMuu65XbrtaXkXBCIsYsnj2M06N0vbGv6ahbGraOMBtj8vrhetjLOKonEnrY9XHOIBJO1CsyKRzjxN+z+Wlwf+oU9Iewoa4O0Az+4XKfNtM3Px2wyOd9pTdnW6wwq9/0djDniNZKFhlT+JNwprJE4wdcVCuyEg+SWRtqGrCz3ne7XvwbnNoFCAyO/Bz8Pjt9lcvR6cQ6ozNkqmrm5ktnsbNrakrZeMm0VfhBpacRqQSQUpwlDSu2vFs3KKpAjz7bsOZ9XSVuwIxLObYYiu4FjS9omJpbfHyqRtRmYUxMysxn2L3I7eeFtstfKsg28tb8Ni6CM+/cnbW086yuARzAVFtbYOquinAvnMRkNqDT+BEXYK4atzciyU5IwuvvcX2WZzWZb4l8eUzkeQapSIQ0OplQhEv0BYTWbtFWWNW2teITLOeUeI5HLbSayIaPmuLZWpm2gY9I22ZFnW3nq/lrJZ9peRZUWFmAyig+yxtIB1VMZL+cCVzlpe36P+DvgDRi1yF4O5In6viRmu8+s5+sFczmdWUh0kB9fju2An0JW+eOtSt4OG98U14fMhvs3Q4cJoPAXs/V/PQXvJ8Dyx+wMp7Iy6GDPfPi0PSx/1J44GPAGPHoQuj58XX9IXUluwSMYLl+2l6CV5YZdTdXtKJLYIFK2N0hi2SeffPLJJ598unLqWrsrDYIaUKgvZNmZZTZEQo5EmHZVwSNoiz0okbWUOQZl7MLPXIpBE0Xzdt2QSyVsP3uJcfN3ccenW/jz4EWMpuvLvM1OScZsFiaUQacl42wF6S2Zwo58KItIOPyr6IqtCYeOk9yvo6XFtD2zwckUq44c+y1QkAF/PCTuuHk6xPV1M47hIFMK09FqPDrIitTAZCpv3njAswVx3Awgr07pr1xpT5qWQSTIa9UCuRxMJhsewEnH/hShGBBBGKsxWonMJhO6S2K/V5qSRCM3V8pNAW2eOAer1dSWtDVkZmKqjI9cVmW4tsVZqYBn57B2nm35oI+fpbmRR0xbEK91dGswG50QCX4JCUj8/DDm5dmMIU9la0LW2MG03TlH7KdLxoim22Wk6WA1bSvn2hqyssj/808AwsfbE+6quHin7deYii4Js1l37fEBtjBRjZq24rv/WuMRrDzbWvVjnSYjgiOjUKo1GA0Gci6k1szGLu4X3+FVlDEnB7NOBxIJikjPkJSKyAi0Fp8mIDS8ytt2lPasG9PWkuQtdJG0BTtqxiM+uIdyiUe4AXi24DNtr6qsKVu/gEDkXpTkmLRazCUlwFU2ba0HIlWJioc1srGqbk/7ArUcvhrXgcggP8/XUZwDv04RP9KtR4oZ+JjWMPhjePIY3P6uKFHSF8HeBTCnG8wbAAd/Fp1yDVrYPRc+aQd/Pg55qaIka8CbgsfbZfp12yGwMsmss196ve3ASFaDZSheSxUIUS3FdV8TMp988sknn3zyCZBKpIxOEAnKxccXE91InMjn6IRxY0U8eaKyeIQKFdFMVP5YJG/an/dGtOWfZ25hUreGqBUyjlzMZ8YP++nz/kZ+2JlCqb7m2HnVUVku4oXjRyp+gKtmZCYj/POuuN5lRsXhhFpxwqAzG+HoUu8H7EJ2PEIgLH0Qii9BVCvo97L7B2nCoMlt4rqLhmRSpRKJZR9wMvuNBjj7j7heSaM5Y444F6t25aKNa+vcjEwildoMknJmQ/Zp+P0Bcf3mh+wJZw9kyMrCXKoFqQSFvxG2z3a9oNXsjkwAuRJZSIjtNfMakVDWtM0RXeU1YVGVPtRm2tYub9qqA+2NyDxOu1sRCUeW2m6SKBSoW4pzD28RCTbT1opHOLcZVj1vX+D3+yHH2QhWt7OYtocOCTOsAl1evASzXo+6TRvUbdvablc1bgQSCcacnOqXfRsNIsG+5F54v6kwm1c8Wb111oB0KcK0lHvAUfVU1wvT1tpozIpDsEoildoRCTXRjKw0H74dKjAqp91M0FQiK89WVisciQNLtiLJIyIolYukrX8NM21Vjcomba14hPJJWwBFlIVrm14zSVu9tpQSy+9SoCvTtgKszvUgn2l7FWU1bf2riEZAJkMaWHNQ7wpVnAOFlg+JNwlbB/0ZOpZ8s4bm0mR+6JxM67ohnj/YbIZlDwvGSFgjGPS+c3rTLxhumgbTd8L4P6H5UFGqlLoDfpsCHzSHj9uKH6/88xAQDbe9bTFrH7phzVqrpGo1ErUoc7N+GV5Tpi1Ax4kizdFy+LUdh083vHr37s1jjz1m+z82NpaPPvqowsdIJBKWLl1a7W3X1Hp88k46nY64uDi2bdtWrfVMmDCBoUOH1syg8O0PV1pz5sxh8ODB13oYPl1hDWk8BI1cw9m8s5z3F2ZJXokSvVztVVMfZSV4BCdJpdCgq/3/uP4A1A5R89Lg5mz7vz481i+eEI2C5EvFPPf7IXq8s4EvNp4hs6DU4zFdCWWeEyf9fv6izP/8MTeVZFa5akZ2dClcOgV+IdB5auUbtaZtq5HscpQNj5C0UqRC5X4wfG75RmhlZW1Idugn0YOijGyIBEcW8sX9Il3qFwy121W4eivTttqmrZVr66oZmaUU2daMLO88bHoXvhkMugLRsLn/K15tTp8iOJqKmGgkMimc3QgZLsx8GxpBBCgkEom9GdmFi15ts6xpW2Ipe9dENah8vDY8Qnlcmp/lXNZkNHo2AQPiPA/g3D9OGBArsqDYC9PWkJNjw2SoGjWC3FTRL8VshFb3QN1OUJoHP48Hvf27QNkwFlloKGatltKjR92u36TVcnnJEgDCJjhwpC8mIt3zBYpokWC0Ihq8VtYJwYf+sDksHgnH/wST5bNy6OeabdpdBWlPiokMvyZNamydMivT1pMqiysoa9I2okFDzCYTWbM/I3+lSGXXKNd215dQmmu5/nWVVmFIF1xpRXTlaASr5BGRDknb6pu2Jq3W9l1QNmkbEGLFI1x2OXljbZ6mtzyP6qrgkvh9VKrVNtQSl5NFqO8659mCz7S9qiq2mbYhXj3OxrMNDvaOBVsdZYkGCATVFSlKL7U/5TJP/JnKZwbBIWp3erboGuupds8VP0JSBdw93/0YJBJo2ANGfAOPHYbez0FgjDhwLbgIgbVFIvfRA3DzA655Xjeo5JYDTl1SEgCykGuYtAVRevfMWajd9tqOw6drpsGDB3Pbbbe5vG/z5s1IJBIOHjzo9Xp3797NtGnTqjs8J82aNYu2DukHq9LS0rj99ttrdFvuVFJSQlhYGLVq1UKr1V6VbV6vmjNnDg0bNqRr166VL1yBPv74YxYuXFgzg+Lq7g/Xk3777TduvfVWwsPDkUgkJLpovFJaWsr06dMJDw8nICCA4cOHk1GGPZaSksKgQYPQaDRERkby9NNPY3DgvU2aNIl9+/axefPmK/2UfLqGClAGcGdjwZj9OXUxwRHiWCw/qKF3TFtv8AhgL3eUyMolMEP9lTzWrwnb/q8PL93RnNrBfmQVaHn77+Pc9MY6Rn21ne93JJNdePW/m61J21Z9Ra+FC8ePYnLVZMwqjaWM1Zq0NZmESQgi0enJcXzLYeJv8jbI8zKRWUZmsxmjhVcq3WtJhA54XaQ/K1NcP5EcLspymTBz2YzMikZo2BOkFSPYrKatFTNWZUVYnov1fMlBCgvXVr9/tUjLfdgSNrwmzkuC68M9CytlwpaVNb2obNAQmonPEts/L7+gA8/WNp6qcm2jWgISMe78ixQXi8+CunZ8pQ+1GsSukrYKpQq5Upj3HnNtwxuL52Q2ivNDi9TWZmQecmbBnrJV1KmDVCmFH8eK88bo1gJZcc9CkdJPOwB//5/tcRKJBHU7MSlQXMH28pcvx5iTg7x2DIH9xWQRqbtgwUBY9z9UUvFeaudPg6UPCYRf+iGRnHWn0jyx3Nd94bPOsO0TEa7S1BJJ+ge3CdPJZIA9Czx+LWpaZrMZ7SnRZE1Vg6atVHPtmbZms9nJtC3aupXs2bO58ORTFO/bT2RDwbWtdtJWWwDbP7P/f/JvYS56KWvS1pMmZFbJIyPsTNsaMG11SclgNiMNDEQW7oxbsCZtDTqty8kbeQ0nbR2bkNn8NGvKtnb7Clno14N8pu1VlK0JWbCXSdtrwbPNOib+enKAVUZpeSVM+24vOoOJ1Pj7MAfVFaD+HV94toL0w/YSlf7/q3TW3KagGOg9Ex47BKMWC7P3kf0ikavwAstwg8iKSNBZDsKk1zpp69N/XpMnT2bNmjWcd3FisGDBAjp27Ejr1t7jMyIiItBork46Pjo6GpWqkiRQDenXX3+lRYsWJCQkXPM0p9lsdjLTrva2Z8+ezeTJk6u9ruDgYEJq8Lfyau4P15OKioro3r07b7/9tttlHn/8cZYvX87PP//Mpk2buHjxIsOGDbPdbzQaGTRoEDqdjm3btvHNN9+wcOFCXnrpJdsySqWSMWPG8Mknn1zR5+PTtdfoZgKRsCl1E0H1hWGVF9QQU67npq3SikfwJGkLkDAIVEGiAshNsyeNUs6k7g3Z9MwtvH9PG9rWC8Fshh1nc3hh6WE6v76WsXN3snhXCpeLvGSCVkEmo5HsFHGC3qJ3PxQqP7TFRbbbXMqWtLWUWx//UxzHq4Lgpvs923BwXZEAxQxHfqv6E8BSwmwUJrNMVgpNB0JHD7/fZQqBRAOXDcnspm2u/UZrE7JKeLYAhsvWRmQ1hUc4LqoDQfw9vxd5sTiHMuz4xWIom6FBd9GA7aHtEFg5XqCsdNakbYP6wqQDkUYuzHRe0JVpa+Haeo1HUAVALYtBe+R3ig3CzNFEN670oRUxbcGeti0t8LCZNNgbkjkgEqzoAd25czZecWWyoRHi4uDPJyAtUZi0oxaJcE9wXRj+NSAR+L0DS2yP1bQX56Ql+11zbc1mMznffANA2L1jkcjlcDERvr9b4PwimqGKEuaQ9uJlSFwkEH5zusNb9WHhHbB2luDTFqSLffvXKfBeE7HchT1iEqrpQBi5CJ48LiZEolrYP+t75gtE4DWQ4eJF8flXKFA2qDyR7amseATjNcQjFF6+RElBPhKplPB69SlYs1bcYTJx8emnqRUpTMbMpLNeN8Zz0q6voOQyhMeJiSjM4j31UtaEqjeYCklYOHq5mPjyD6s+09axCVnZ4KFC5Wfj1Be6aEamsDJtM2omOW7l2bpEI8Re32gE8Jm2V1VFlgOMquIRqn2A4Y2sM8cR3pm2pXoj077dS1aBlqZRgbwz+iYkfV8Ud2750Jm35Uq6IvhlIhi1ED9AJAS8lUwBCQPFQfq/0Ky1SmZNCVgPjK8l09Ynn4A77riDiIiIcknHwsJCfv75ZyZPnsylS5cYPXo0derUQaPR0KpVKxYvLs+uc1RZPMKpU6fo2bMnfn5+NG/enDVr1pR7zMyZM2nSpAkajYZGjRrx4osvoteL8rGFCxfyv//9jwMHDiCRSJBIJLYxly2HP3ToEH369EGtVhMeHs60adModJjpt5bjv/fee8TExBAeHs706dNt26pI8+bNY+zYsYwdO5Z58+aVu//IkSPccccdBAUFERgYSI8ePThzxl52NX/+fFq0aIFKpSImJoYZM8SJXFJSUrl0ZG5uLhKJhI0bNwKwceNGJBIJK1eupEOHDqhUKrZs2cKZM2cYMmQIUVFRBAQE0KlTJ9auXes0Lq1Wy8yZM6lXrx4qlYq4uDjmzZuH2WwmLi6O9957z2n5xMREJBIJp9003ti7dy9nzpxh0KBBttusz+Gnn36iR48eqNVqOnXqxMmTJ9m9ezcdO3YkICCA22+/nSyHZi9l8Qi9e/fmkUce4ZlnniEsLIzo6GhmzZpV4fviKMf9oapj2r17N/3796dWrVoEBwfTq1cv9pVpZHL8+HG6d+9u26fXrl1bbl9MTU1lxIgRhISEEBYWxpAhQ0iyVFqAeE87d+6Mv78/ISEhdOvWjeRk79MZAPfddx8vvfQS/fr1c3l/Xl4e8+bN44MPPqBPnz506NCBBQsWsG3bNnbs2AHA6tWrOXr0KN9//z1t27bl9ttv59VXX+Wzzz5D58ADHDx4MMuWLaOkxItqHJ9uODUKbkSXmC6YMXPWT5T75wU38i5pa8UjeFpSHVIfnj4Dd82pdFGFTMrwDnVZOr0bW2bewnMDE2hdNxiTGbaczubZ3w7R6fW1jJ+/i5/2pJJXXPl3fFWUcyEVg16HUq0mLKYOtZuKRlUVcm0dmbZmM/zzjvj/pvtBHeL5xltZ8FaHfvF+4A6yNiKSSM1IgqNEetGbSsG2wuDnxEqnUniwnwsZMi3fsdoCOL9LXK+EZwsOQZjqpshqxQMSUcKccQS2fgKf3wxz+6DITwRAbwiAns+IAMnEFQL9UMU0lz5VmLbKevWhXidRwm/UicpEq0oui2bLIEw8i2xJ2wteJm3BjkhIXEyJUUy2aCo5jzUbDOgtVReu8AgAakszshJPm5EBNL9L/D23ybZfyENDUTYSZeklLipCXElnNW39i8TEgEQq0rUh9e0LxfWDXjPF9T8fhwyBQ7DhGPbtd1nSXbRtG9pTp5FoNITcc7d43Hd3CXxH/a4wdR2q0W8BoFW2gp5PQ6PeoAwUpm7SZnG+vGSM4NR+N1QgDwylgtN962vCqB29GJrd4ZzYbnanqDYtynQytq+mSi1oBFWjRki86N9Tma4Hpq01ZRtWuy5yuYKC9esBkGg06C9cQDd/ITKFAl1JMXmZVUyHagthm6U6oefTcJOFgb3vWydUhycy2JK2nuMRdAHCRJVix/NUR7okC8+2DBrBKis3t8jFhIs8umaTtgWXLE3Iwh1M2+QbowkZ+Ezbq6qqM20t/KWrmbTNtCRtvTBtzWYzT/9ykEMX8gjzVzJ3fEcCVHJoNULM+Grz7U0R3GnlTMg+KRi0Qz/37iDvP6aynW9lwb6k7b9aZrOY1LjaF0+bRAByuZxx48axcOFCp4PZn3/+GaPRyOjRoyktLaVDhw6sWLGCw4cPM23aNO677z527drl0TZMJhPDhg1DqVSyc+dO5syZw8yZM8stFxgYyMKFCzl69Cgff/wxX3/9NR9++CEAI0eO5Mknn6RFixakpaWRlpbGyJEjy62jqKiIAQMGEBoayu7du/n5559Zu3atzRy1asOGDZw5c4YNGzbY0oSVleifOXOG7du3M2LECEaMGMHmzZudDLYLFy7Qs2dPVCoV69evZ+/evUyaNMmWhv3iiy+YPn0606ZN49ChQyxbtoy4uDh3m3Or//u//+Ott97i2LFjtG7dmsLCQgYOHMi6devYv38/t912G4MHDybFkvIBGDduHIsXL+aTTz7h2LFjfPnllwQEBCCRSJg0aRILFjiX5i1YsICePXu6Hd/mzZtp0qQJgS6Y7S+//DIvvPAC+/btQy6XM2bMGJ555hk+/vhjNm/ezOnTp52Sm670zTff4O/vz86dO3nnnXd45ZVXXBr9nsrbMRUUFDB+/Hi2bNnCjh07iI+PZ+DAgRRYykKNRiNDhw5Fo9Gwc+dOvvrqK55//nmnber1egYMGEBgYCCbN29m69atBAQEcNttt6HT6TAYDAwdOpRevXpx8OBBtm/fzrRp02zJhs2bNxMQEFDhZdGiRR6/Bnv37kWv1zuZugkJCdSvX5/t27cDsH37dlq1akVUlD1VNmDAAPLz8zlyxG5AdezYEYPBwM6dO714F3y6ETWmmeCVri5dBkB+YCz6/EKPU0m2RmTecA3lykpL5suqbqiGaT0bs2xGdzY93ZtnbmtK85ggDCYzm05m8cwvB+n4+homLdzNsgMXMZo8/52sTBkWHmJEg0ZIpFLqJgjz7fyxCkxba9K2KEuU0qYfAmWA98GH5kNFii8tES5VnctoPPgXAFKlCcmwOfbxearoVqJpmVFXLvXr11SUXJcetnB+k7aKkvCQBqIHRmVjy7EmbUO8G1NZKdQQakkSzukGa14UqVu5H/IEwUbUB7SGPs97NK7KpEu2mLb164kbukwXf3fPtePn0i2vSXB9UNvPNRV1hXGq8zZpCzbTVp92BJ3JkrQNDqnwIYaMDDAakSgUyCNcv/fqqiRta8UJZIPJAMeW29flJSLBypJV5gjTjf6vQqNe5Rfs9YxIb+uL4adxoC3Ar0ULJAoFxkuXbJxhR1lTtiHDhiHTZcK3Q6AkB+p0gDE/gtLf1vxMe+ES5lueh3F/wP8lw0M7xARH+3HCoEUiKgQ6Toap60VKu+vDEBDp+onJFNDJkmjf+YVXx+81Je1JCxohvnKEhjeSWpm2RR5O2F0BZSXZ0QglBw5gzM5GGhhIvTlfgExG4fI/CQ0MAezf415r99difwlrJDjjTW6D4HritiO/e7UqayNEhRdJW61KNCzzM5prBMnpmLR1pQCbaVu+KZ8VM2PIyKhectmi/LJJ28vJkJsifvPq3Vzt9V9pya/1AP5Lqm4jsqvKLLWC9SObefyQT9efZvmBi8ilEj6/tz31wizlzFKp+EH8bqg4uOg8TbCJyurQL7D/O0AiylK8Pcj7j8mKR7D9H+xL2v6rpS+GN1yXmV1RPXex4q7TZTRp0iTeffddNm3aRO/evQFh2g0fPpzg4GCCg4N56qmnbMs//PDDrFq1ip9++onOnTtXuv61a9dy/PhxVq1aRW0LK+2NN94oxx194YUXbNdjY2N56qmnWLJkCc888wxqtZqAgADkcjnRFbCefvjhB0pLS/n222/xt8zyz549m8GDB/P222/bzKjQ0FBmz56NTCYjISGBQYMGsW7dOqZOdd/8Zf78+dx+++2EWlJDAwYMYMGCBbYU6GeffUZwcDBLlixBYUkrNHHgg7322ms8+eSTPProo7bbOnXqVOnrV1avvPIK/a3MNSAsLIw2bdrY/n/11Vf5/fffWbZsGTNmzODkyZP89NNPrFmzxmbYNWpkPyGdMGECL730Ert27aJz587o9Xp++OGHculbRyUnJ9vey7J66qmnGDBAcB0fffRRRo8ezbp16+jWTZQyTZ48uVKDvHXr1rz8suhYHh8fz+zZs1m3bp3T8/ZG3o6pT58+To//6quvCAkJYdOmTdxxxx2sWbOGM2fOsHHjRtv++PrrrzuN78cff8RkMjF37lzbgfSCBQsICQlh48aNdOzYkby8PO644w4aNxa/r82a2X+/O3bs6JJL6yhHc7Uypaeno1Qqy6EooqKiSLecKKSnp5dbp/X/dIeu6hqNhuDg4Cqngn26cdSjTg/qBNQhteA0EqUJI34UaaIxFRZ61ExVaWPaXr0T9wbh/jzUO46HesdxNquQFQfTWHEojePpBaw/nsn645l8tv40M29vyi1NI6t9omvrTt5QfK/WbdYSEM3IzGY3J9L+lpPQ4kuwyZKy7TQFNF6mSf1ribTq6bXimLx3+QnRSnU5CePfbwJKZMEh0LhPZY9wrbajYdUhSPxBPBeL/CyIpRIrH9/Ks/UgZQsOTNuaqF6MaQOXk8T1up2g7b3QchiKUynwwwhhXtaAzGazHY9Q35IGTRgszNm8FDj4E3QYDxkW09YBjQDYG5Gdr7ppa03ZSqUS2+fQnaxoBHlMDBKp63yYX4D4vJd4yyhtPlQ8zxVPCnxA98fRtGtH3q+/UeJhMzLtKUsaNEgrjDGrAV5WUplonjenh2jqt+xhpHcvwK9lS0r276d4334nBID2zBmK/tkMEglhQ/rAt3eK1GtUKxj7K/iJ56xs2BCkUkx5eRiyslBERoptRTYTl/bjxAp1RSBTesc/bj9BfAdc3A/n94hU9lXUleDZgkPS9hoybTMdeLaF6wRvO6BXL/w7d6bWgw+SPXs2mqRkCNKQmXSGpl28TG/qimDbp+J6z6dBZrHpOkyA9a8KD8VaheCBbHgEL5i2pVLx+6LS6tz/3ngh7dmKTVurJ1aY6yJpGxEBEglmvR7j5cvIyzBxvZUVjxBkNW2Tt4q/tdtd9zxb8CVtr6qsjcgqKyspq6vOtC3OEXBzsDObKpDZbOa9VSf4YI34EfzfkBbc3KjMB6vxLaLUxGSAdf8rv5Kcc7D8MXG951MWhotPFUlWpomCJyc8Pvl0pZWQkEDXrl2ZP1/wl06fPs3mzZttvFKj0cirr75Kq1atCAsLIyAggFWrVjklOSvSsWPHqFevnpPJ16VLl3LL/fjjj3Tr1o3o6GgCAgJ44YUXPN6G47batGljM2wBunXrhslk4sQJe/ORFi1aIJPZk1wxMTFkZpbhzDnIaDTyzTffMHbsWNttY8eOZeHChZgss8mJiYn06NHDZtg6KjMzk4sXL9K3b1+vno8rdezY0en/wsJCnnrqKZo1a0ZISAgBAQEcO3bM9tolJiYik8no1ctFKgWoXbs2gwYNsr3/y5cvR6vVcs8997gdQ0lJCX5+rlE2jgxkq+HXqlUrp9sqeq3LrgMqf38qk7djysjIYOrUqcTHxxMcHExQUBCFhYW21/TEiRPUq1fPaQKh7ATGgQMHOH36NIGBgbZkbFhYGKWlpZw5c4awsDAmTJjAgAEDGDx4MB9//DFpafaOu2q1mri4uAovrpLOV0tqtZriq2jE+XRtJJPKGJ0wGiRmsoNEM568oEa2cEJlsuIRPO44X8NqFBHAw33j+fuxnqx5vAcLT//IvHVvczE1nUkL9zDyyx3sTfaMq+lO1iZkkbFi8iU6rgkyuZzivFxy0y+6fpC1EVnqTri4D+RqO/fUW7W8W/w9/Iv3ST1tASwebTNWZNGuT9Q9Uqt7RALqwl7IOmm7Wd26NUgk6FNTMeTk2Hm2HprDBmsQJsxLQ9uVbn0dBr4H03fBlLXQcSL4Bdsa/xiysjDXACvemJuLyVKZoaxnSdrK5HaG6fbPxHvlgmcLdqat8dIlTN5iaKLF712xwYJGCPCv1MipjGcLDknbQi+StgA3PyjShyY9bHwDvuqFuralqdmhQ5grQVMZ0i9izM0DzKjimlaO7vCvJdAJUrlIOu76Ck0HgUgoKYM5yvn2OwACenRBue5+0c+lVlO473en5LNUpUJpMd+tJqdLKf29blhHQIT9M7zrS+8eWwPSWvEITWo4aesvJgquBzxCRIOGNp5tYD9xHF7rgftRt2tHYL4YX+bZKiRtd88TE2+hsaJK2ar244V5f2GPMOM9kNloxJAhjkMVMZ7jEUpM4vtKpdPbvnOqKrPZ7JC0jXW5jB2PUJ5pK1EqkdUSv216h4n+qsqKR7AlbW082+sfjQA+0/aqypq0Dahy0jakhkfkRlaebVDdSjvOGk1mnl96mNkbRKnJ0wOacu9NbsDj/V8BJHD0D0jdbb/doINfJ4OuQMTTe/2f68f75CR5mQNOqS9p+++WQiNSr1f7ovC+AdjkyZP59ddfKSgoYMGCBTRu3Nhm8r377rt8/PHHzJw5kw0bNpCYmMiAAQOcGJfV1fbt27n33nsZOHAgf/75J/v37+f555+v0W04qqyxKpFIbOarK61atYoLFy4wcuRI5HI5crmcUaNGkZyczDrL7L1arXb7+IruA5Baki2OiAp3jF1HQxpEivT333/njTfeYPPmzSQmJtKqVSvba1fZtgGmTJnCkiVLKCkpYcGCBYwcObLCRnK1atXispsGIo6vrfVEsextFb3WZZf39DGers+TMY0fP57ExEQ+/vhjtm3bRmJiIuHh4V7tj4WFhXTo0IHExESny8mTJxkzRpScL1iwgO3bt9O1a1d+/PFHmjRpYuPL1jQeITo6Gp1OR24Zsy0jI8NmPkdHR5NRJmlm/b9swj0nJ4eIiAh8+vdraNxQ1HI1Z/1Eub83XFsrHuFqJm3dqc7FM0Qd3k3tgixeMRxBJZeyKymH4V9sY9q3ezid6f0Jr9lstpXgRsaKpK1cqSQ6TgQo3CISrJVpRst3SqfJwrypihIGgdxPoMqsJqAnMhnh16mQeRSjNASo5nFpQCTEW6oNHBqSyQID7QzT7Rsg+4RgknoQ9jCVlmK27Ds10ickpB50nlou4CILDweFAkwmDA5886pKnyomOOSRkUgdf4Pb3ydYqNkn4PQ6SLekj8uYtrKgIKQWk9TrZmTqEAiNdeDZVm5220xbNxU04JC09dYYUgXA6CUwfJ6YrMg8inL1OGQaJWatltJjx9w/1mxG+4Oo9FIEmpHetwiUHhzj1r9JVIwCrHoedT3xWhY7NCMzXL5M3h9/ABAWtg9ykyG0oUAfuPgsWvEBOjes/2rppmni75HfIT+t4mVrUGa9Hq3FpPOraTzCNWba6ktLuZwmPjvBZgm65GQkCgX+3XsAIJHLqf3uO4SYxfF3+rHD3m1AVwzbLA1ZezxlT9mC2H+aDxXXd80t91BXMmRni543MplIrHqoIgtj2k9vqPZ3lzE7W0zgSaVum9JZPbEiF0lbAEWUZQKsmlULZrPZjkcIL2va9qjWuq+WfKbtVZLRYKDEwu3xOml71U1byw9eZMU8W63ByCOL9/PDzhQkEnjjrlZMv6UCpmJUC1E6BLD6BfsM/vpXxUy6X4goQ5H5qB2eyKmJgkxm+0Hz6V8qiUTMul/tSxVKY0aMGIFUKuWHH37g22+/ZdKkSTZza+vWrQwZMoSxY8fSpk0bGjVqxMmTJytZo13NmjUjNTXVKUVoNaas2rZtGw0aNOD555+nY8eOxMfHlyu9ViqVGC1N/Cra1oEDByhyOEjcunUrUqmUpk0rr0Jwp3nz5jFq1KhyBtyoUaNsDclat27N5s2bXZqtgYGBxMbG2gzesrKaX46vUWWl8VZt3bqVCRMmcNddd9GqVSuio6Odml21atUKk8nEpk2b3K5j4MCB+Pv788UXX/D3338zadKkCrfZrl07jh8/7rKpx79BW7du5ZFHHmHgwIG2xnHZ2famnE2bNiU1NdXJ4Ny9e7fTOtq3b8+pU6eIjIwsl5ANdjBG2rVrx7PPPsu2bdto2bIlP/wgzA4rHqGiy5133unxc+rQoQMKhcJpHzxx4gQpKSm25HuXLl04dOiQU+p4zZo1BAUF0bx5c9ttZ86cobS0lHbt2nm8fZ9uXAWrghnUaBDpgeLkPi+ooSX5VrmUlqStQafFWAMJxuoo98efbNeb7/ibDQ92ZFSnekglsPpoBrd++A8zfzlIWp7nyca8zAy0xUXI5HLC69qbItVtZuXaujECNA44MZlKcC+rKr8giL9VXD/sRUOy9a/CyZUgU2FsLqpIqt0gt62YkOLAj8IUtkhtQfiUbF4pbqjdzinJ6E5WNAIKhY2ReSUkkUpFyTugT6t+QkyXIkxbhZVna5VfsL2UfutHkGlB25UxbcGetvXatAWIaWNL2qpDKi9RtrJzKzZtxetf6k0jMqskEmh1N0zfDa1HIsGEOkScY5es/dn94/bMR7tHJLNVzdqIRKOnuvlBaD4ETHrUZz4GQHf6jO0cPffHnzCXlqKKkKFRnRUc0vHLIMh1ytHGtb0Spm3tdiIEZTLA3gWVL++JLieJRncVSJeUBHo90oAA5BW891WRzMa0vTambXZqMpjNaIJDMO0Ux2earl2Q+dtNf2XdusQ/9TSYzZTqdWRv2ez5BvbMF0zykAbQZlT5+ztbcGuHfynXnNGVDJbjf3lkJBKHSsDKVJQj2LIqvRFDNSrSAJuBr6hTB6lK5XKZipK2YOfx6tOqN/lQkp+HUa8HiYSAsHDBss1NFtUc9W+q1rqvlnym7VVScV4uAFKZzNYx01NZfxBqhL/kiaxJ2wqakBVpDUz5Zg8rDqWhkEmYPbo9Y26q73Z5m/o8L8q2UnfA8RWCm2WdWRoyW8xa++SR5A54BFlgYI0Aw33yqSYUEBDAyJEjefbZZ0lLS2PChAm2++Lj41mzZg3btm3j2LFj3H///eXSeBWpX79+NGnShPHjx3PgwAE2b95crmlTfHw8KSkpLFmyhDNnzvDJJ5/w++/OAP/Y2FjOnTtHYmIi2dnZaLXactu699578fPzY/z48Rw+fJgNGzbw8MMPc99993nF/3RUVlYWy5cvZ/z48bRs2dLpMm7cOJYuXUpOTg4zZswgPz+fUaNGsWfPHk6dOsV3331nwzLMmjWL999/n08++YRTp06xb98+Pv1UsLDUajU333yzrcHYpk2bnBi/FSk+Pp7ffvuNxMREDhw4wJgxY5xSo7GxsYwfP55JkyaxdOlSzp07x8aNG/npJ7uBIZPJmDBhAs8++yzx8fEu8RWOuuWWWygsLHRqTvVvUnx8PN999x3Hjh1j586d3HvvvU6J5f79+9O4cWPGjx/PwYMH2bp1q+39sn6v33vvvdSqVYshQ4awefNm2+v+yCOPcP78ec6dO8ezzz7L9u3bSU5OZvXq1Zw6dcrGtfUWj5CTk0NiYiJHj4qO2SdOnCAxMdHGog0ODmby5Mk88cQTbNiwgb179zJx4kS6dOnCzTeLhg633norzZs357777uPAgQOsWrWKF154genTp6NyOIDfvHkzjRo1srF4ffr3a3TCaDIDksFsolRdi4IMD01bP/vnRutNM7IaljE3l/yVwjCUhYRgys9HuWIpbw1vzerHezKgRRQmM/y4J5Xe727kzZXHyCuuuGwb7GiEWvVjkcntAQZrM7ILx11/R5rVYZzfEsqZvyIo9B8IgZ4zDF2qlRWR8BuYTJiMRjKTzrqfWDv4k+h4DzDkM0xSYdZWG9vV5DYR6Ci4COfsE4VqC6Km9JDFxG7kGc/WYGlCJg8JueLHzLbO5xk1YdqKSWdlPRfnWTfdL5LGSZsFMkAVDCHll7OiCnTnz3s/gJg2FFuTtpU0ITObzWiPHrNss47b5dSB1qStl3gER/mHw7Cv4N5fUNcR3w3FK7+DP6aXNxhTdsDKmWjzxfNQtfGy8ZBEAnfOhrDGyHUXUIaLhk3F+/dj1um4vOh7AMIbZSMJjBYJWxfvg1UqS2NWa+OuGpcVnbFnPhjKH996pdRd8GlH+KSdE6qkrEqtaIT4+Br/fF1rpm3WSVF1EBHqR8FvotlcoHQnvBoB390F+lIAwocNI0ghjm9OvPEaRk/GqyuGrWIigB5PukZi1O0kUCWGUtj/faWrtDUh84JnC1BoMU9rImmrs/FsY90u429J7rti2gLIrUnb9OolbQsuZVu2F4pcoRANLAFqt620qvx6kc+0vUqyxr41wSFuoezuZLA89qolbTMtSVs3pu3lIh1j5u5k86lsNEoZ8yd0YlBrD3kpQbXtwPc1L8LvD4jrnaZAs8HVHPh/S448Ll8TMp+uN02ePJnLly8zYMAAJ/7sCy+8QPv27RkwYAC9e/cmOjqaoUOHerxeqVTK77//TklJCZ07d2bKlCm8/vrrTsvceeedPP7448yYMYO2bduybds2XnzxRadlhg8fzm233cYtt9xCREQEixcvLrctjUbDqlWryMnJoVOnTtx999307duX2bNne/diOMja1MwVj7Zv376o1Wq+//57wsPDWb9+PYWFhfTq1YsOHTrw9ddf28rwx48fz0cffcTnn39OixYtuOOOOzjlwEabP38+BoOBDh068Nhjj/Haa695NL4PPviA0NBQunbtyuDBgxkwYADt27d3WuaLL77g7rvv5qGHHiIhIYGpU6c6pZFBvP86nY6JEydWus3w8HDuuusur8rzbyTNmzePy5cv0759e+677z4eeeQRIiPt3Z9lMhlLly6lsLCQTp06MWXKFNtEhJX1q9Fo+Oeff6hfvz7Dhg2jWbNmTJ48mdLSUoKCgtBoNBw/fpzhw4fTpEkTpk2bxvTp07n//vurNOZly5bRrl07Bg0aBMCoUaNo164dc+bMsS3z4YcfcscddzB8+HB69uxJdHQ0v/1m7/Quk8n4888/kclkdOnShbFjxzJu3DheeeUVp20tXry4wqZ9Pv371CS0CW3rtkZiEGXUmRdKPXqcTC5HbjH8S/I9M3qvhPL++AOzVosqIYHImaJZV87ChZhKSoiLDOTL+zry64Nd6RwbhtZg4stNZ+nxznrmbDpDfql78zbznKUJWWwjp9trN22GRCIlLzPDVuLpKO25ZArOq9HlK0j9aifpr7zqPbvUUfG3irL7vFTMqTtZ8fE7fDfzEQ6tX11+2fN74A8LP7f7E9D6Hox5woiTBlXzZFiushvIifbfaHUbSzOylFxRtOdxE7JcoIbQCJXIapbURNJWb0naKhu4MAFDGzifP0W3clkhpaxjTdq64SJXpHbjKA4S1UWaStLTJfv3U3r0KBKlkoAe7suO/QKsTNvqcTMBiO+P+oEvxPazlZj3fQ+f3QRHl4n789Pgp3Fg0qPVi/fFmnT1Sn5BMPI7kKtRB4lz85J9+8n/8w8MWdnI/YwEJWiEYeuq4baDrHgE7ZkzV6bKqNlgCKwt0ptHllZ9Pboica5u0gsj/PvhbpELVgNaVcNoBHAwbYuLMVcDb1WpSi7DseWw+QNY+hDM7Q9vx5K5/A0AwnP2UJpyGTATGJwsXpcz6+G3qbZqgNodRPO3nMJ8Ml573d2W7Nr3jWhYF1wf2rhpNCaR2NO2e+ZBJa+B9XvHmlT1VFbTVmWoftLWyrNVNWzkdhl/y3ex26RttAjI6Ks5+ZWfLZ5LkBWNkHxj8WwBfHXoV0lW09bfSzQCYCsbu3p4BEt5TWSzcnel5ZVw37xdnM4sJESjYOHEzrSt5+W4uj0KexdCjjg4JaqlgPn75JUcTVsfz9an601dunRxeSAaFhbG0qVLK3zsxo0bnf53LM8HaNKkCZs3O5cdld3WO++8wzvvvON022OPPWa7rlKp+OWX8qWfZdfTqlUr1q9f73asCxcuLHfbRx995Hb5J598kieffNLlfUql0ont2rp1a1atWuV2Xffff79bU65Zs2Zs27bN6TbH59a7d2+X709sbGy55zt9unNnZT8/Pz744AM++OADt2O7cOECCoWCcePGuV3GUc8//zz9+/fn+eefJyAggNjY2HLjczXmCRMmOCW5y74fZfcloNL9z1GO26vqmNq1a1cOd3D33Xc7/Z+QkMCWLVts/2/dKlIAcXH2E8vo6Gi++eYbl+MMCgoqlyavjso+B1fy8/Pjs88+47PPPnO7TIMGDfjrr7/c3n/kyBESExOdkto+/Tc0JmEMx0xbkFKXjMyKUTWOqlW3PulnTrHi0/e458XXva5eq0iXzqdybMsG2t9+p9tEodls5vKSHwEIHTWS4DsGkT17NvoLF8j9+RfCxt0HQIcGofx4/81sOJHJO3+f4Hh6AW+tPM5bK48TG66hZZ1gWtUJpmWdYFrWDiZYoyjXhMwqpVpDZMNGZJw9zYXjRwjq3tvp/oJVwkyVhYVizLnM5R9+oGjbNmq/87YtleqVFGpodgccWMzRP+ZzcqcwaXYv+4WWt/RDKrWU2+ZfhCX3glELTQdCHzE5aswXpm218QgAbcaIrunHlkNpPvgFiSSfnwpTqRZdcSCqup0rXw92PEKNNCGrRHKL2VAzSVvRtFJRz001YpcZol8IuEQjgD31qq9K0jYggpI6PeH0OtSVvKc5C0Q5fvCQOyvs9m5tROY109bd+tp3BrkcQwkYlI1RFJ6Bn+4T5mVBOhRmYI5ohi5XLK+Kq4JpCwL1d8cHaE4+Qd45f4q3rqNoucBBhDYzIpmwtFK8ICAYn3I5psJCDOnpXjWL8kgyBXSaBOtfg51fQOsRTma+XqeltLCAwLBaFawEWPs/yDkjDGCFWlxfdA9M/EuY2A6yNlVTNWlSs88FnBCApuISZAE1jAQ0m+HAElj1rEsMRFap+OwFSMKBi6jj6yCf8hnoi+GXSXBsGfz9f3D7O0TFN+X4zq3kafzIW7qUgJ49CBo40PV29aWw5SNxvccTIFe6H2PLuwVe8nKSqFRucqvbRQ3pFjxCtHf7VVENJm21SdakrfuGlAEWPIKupBi9thSFyrkpcY0lba0823JNyG4Mni34krZXTVU1bc1GIybrwc/VMG2Lc6DQ8sEoA9Y/k1XI3V9s53RmITHBfvzyQBfvDVsQX/K9Lc3GFBq4ez4oXHcO98m9pP7+SCypu2qXoPnkk08+1YC0Wi3nz59n1qxZ3HPPPR5jJFq3bs3bb7/NOcvM/H9Nv//+O2vWrCEpKYm1a9cybdo0unXr9q9HBqSlpfHtt986cXl9+m+od73eoBCpvwu5nifNbp/xJJrgELKSzvLbGy/VGCbhwoljLH7pKXb+/hP7Vi53u1zx7t3ozp1DqtEQdMdgJAoF4VOnAHBp3jxMDg0GJRIJfRKiWPFID96/pw2NIoTRkHSpmD8PpvHmyuPcO3cnbV5ZTc93NnDqqAhNXJSHcbnIuVFhRVzbgtVici9q5kzqzZ2LPCoKXVISSaPHkPXJp5jdNKKsUC3vJl+vYv0Ou8mXm57G2b2WCShdMSwZA4XpENlclKlbKgmNlhS0LLgGjk3rtIdaTcBQAkeXAqLpj7q+ONkvIaFio8NBRoshIQsNqf64KpHCYpbUCNM2VZi2yvpuGj3X6wxW47puR9fjqQ7TFjvmT1PBd7UuOZmCtYJzHlbZpJ+lEVlpYTXwCA6SqtX4WXBAxS1fFM2cpHJh9p/fDX7BGPvPFk0PpVJbM7sqqe0Y1D2FCVdy9Ayl6VokMjMhL8yDGM8mSSRKJcpY8X5eEa4tQIeJgnF9cb9IxFtkNpv5/c1ZfD19Emf27nL/+LObYNeX4vqQ2TD2V/CPhIxD8ONY0UjcQVorHqFJzSdtJX5+YGGz1jjXNjdFJIiXPiAM29CG0Ooe6P0c3D0f89RNZJnFsayfTkx+BA69F+L6ikmBuywVSLu+gq0fEdlQHLcVRQpDPO3lWbbmfOW07xvxHRpcz973x52UGmgreOHs/rrCRW1JWy/wCPrSUtvvqUpvQF/dpO3Zyk1bpVqDXCmqZ4pcNCSuuaStg2mbmyqMb4kU6t0YPFvwmbZXTcU2PIKXTcjy820Nu1yWwP/+AHzc1iMotUey8myD6joxPg6dz+OeOdu5kFtCo1r+/PJgV+Iiq5Fu6DBRpGvH/FTOHPbJM0kkEltawGfa+uSTT9eDFi9eTIMGDcjNzS2XdK5MEyZMoFUr1ymhK6FFixYREBDg8tKiRYurNg6AgoICpk+fTkJCAhMmTKBTp078YelE/W9Wv379GDBgwLUehk/XQHKpnAa1RXOZYkMoep1njcXCatcVCdvAINLPnOK3N2ehK60GCgA4l7iXX157Aa3FDEg7ddztsrmWlG3Q4MG2tFfwXXchj4zEkJFBnoskv0wqYXiHuqx/sjf7XuzPd5M788xtTRnYKpp6YYLFmZ2ZjVxbiBl4ZFUG7V5dQ/e31/P4j4ks3pWCrLZIBl44ftRp3dozZ9CeOg0KBQG33EJA9240WvYHQYMGgdFI9uefkzR6DNqzZ716TcyxPfg7owU6o4yY+jF0HDwMgL0rlorzkmUzhBmkDoPRi53OGUz5Ij0prYljU4nE3pDMEZEQJjidJQWen1cZLKaAPPTqJW2tbMmqylRUhDFL8BiVZRuROWrk9zDsa2gxzOXd1UraAsWWAJEmKMTtMjnffAtmM/69eqKqZMLRmrTVlZRgNFRhUsHVOtu1BaDkwGHo+yJM2yiacsnVMHw+2ktiO4p6dZH6lQ8LFeVe5vd3XmHtvC8q3ZZy3Gxkagkg0qvBA3ojb9Hbq/Gq4iyIhCvFtfWvZceL7LSjjU5s+4fUo4cwm0z8/dkH5Ge5MOdK8wQbGKDjZGFQhjWEe38GZYBgTP/xkK1M31hYZNu3rgQeQSKR2BEJRTXEtTUZYccc+OxmOLNOGNx9X4IZu0Vj9N4zoeVw8mRR6EtLkckVSPfsByCwbx/7eloOhwFviutrZxFRmAhAobYEaZtWmAoKuPDMM5jLNj/Wl9pZ4N0f92zyqdNk8ffUGshxH3Kwfu/IvcAjFOZamN9yOXKTuVpJW5NOZ5sgqohpK5FIbGnbwsuXyt1vY4OnZ1QLI2JN2gaF14JkC882pm25tPj1LJ9pe5VUlFe1pK2VvyQNCLClKu0rzRZR/svn4OzGGhglkGXh2TqUdmw7k82or7aTU6SjVZ1gfn6gC3VC1G5W4KFkcug6AxreOLH061E20zbEl1LyySefrr0mTJiA0Whk79691KmgCcn1oDvvvJPExESXl4pK+q+Exo0bx8mTJyktLeX8+fMsXLiQ8ApKS33y6d+g9k3bodTmgUTO1gP7PH5crXoNuPuF11D5+3Px5DGWvv0Keq1nXNyyOr7tH5a+8yoGnZYIC0s24+xpl9xEw6VL5K9ZA0DoyBG226UqFWGTBL/70tdzMRvcG9Bh/kp6xEfwUO84Pr+3A5uf6UPiS/155xbxedcH1KJOhDimO3+5hN/3X+DZ3w4xdZU4ob10PoX5aw5y9GI+JpOZgtUCjeDftYttAl8WHEyd99+jzgfvIw0OpvTwYc7dNYycb7/zmAe5f83fpBb4I5cYub01dBg4BKlMzvljh0n/9WU4/KtIMo78DkJjnR5rwyME1tAJceuRIhWVsk0YFfpS/JSiOVfJec8NHBse4aowbUXS1lBN09baOEwWHFxx/4rAKFEC76ZvitW0NebledYcqYyK83MB90xbY24uuRZET7gHLHuVv7+tXL+0hppLaSz8/eJEYawR3QqmboCZ5yC+n5jcwG6WOiorJYlFzz/B2b27OLB6BRlnK06/SpQa1J3szczCpj/t9XitXN0rlrQF6DxN/D26FPLT0Ou0/LNoIQAKPzWlRYUs/+it8sb5qucgL1V8tvs7cOhrt4UR34rP/qGfYe1LAOjOiOcgj4i4Yo3T7aZtDSRtM4/D/AHw90zQF0H9rvDgVpeNwDKTxYRXSFAwUoMBVXwcythY5/V1eUhgSgD16icIChGTEooHpiHVaCjZs5dLX891fsz+76AgDYLqQLuxno07vDE07guYRZM5NzKkCTyCwgs8QpGlUaN/YDASwJBZddNWn5wMJhPSgADkEREVLmvj2rpoRia39H8wa7UYc3OrPJ78Sw5JWxsa4cbh2YLPtL1qsuMRQrx6nHUHdXmAcWYDYJl1uLC36oNzlDVpa2lC9vfhNCbM302RzkiXRuH8MPUmwgNUFazAp6sp6w9jjaQZfPLJJ5/+QwoMDCQuLs7lpUEDN2WoPvnkU40pOCKG4HxxQrx87QZyS3M9fmxkbCOGP/cKSrWa1KOH+OO91zHodJU/0EEH1vzFik/exWQ00LRrT0a/8g5yhRJtcRGX08s328n97TfQ6/Fr3Rq/5s2d7gsdMQJZaCj61FTyvZz0CdEoidCJNGXrNi3Y9PQtHHj5Vr6b3JlH+sRxU8MwTCp/LinEMd/3yzYx8JPNtH1lNUcWLxVj69gdvdHZkA0aOJBGy/7Av1s3zFotGW+8QcrkyejTXDcSsurS+VQ2/yD42b2izhF6/m8CAv1J6CqCFntX/S0WHPS+yxPfGsUjgGhi3Ki3uH5gCaRsRx0ijBvt2RRMxcUercaYczVNWwvTNiurangKi2w82/oumpB5IVmAvw2z5y0iwWw2U5In3lN3eITLS37EXFKCqlkzNDdVXnIslcrw8xdJ+5KCmkEkqNu2BUB7/ITd2JNIBIsVuzlalmd7LnEvS156WqTxLEbygTWVf4b9u4sGeP49e1SaLHYlW9L2Spq2tdtCvZvBZIC9C9i7/HcKLmURWCuCe9/4AD//ANJPn+Sf7xfYH3NiJez/HpDA0DmgCnBeZ1xfGGJh2W/7FLZ/TqkNjVDzPFurpP4aAEzf3yeqjFc8Kcaq9cL0N+hg41swp7vAZigDYdAHMGEF1HKdEM5KFonWoBKR7g9w0UgYgP6vCqyCyUCkSTQPvFxcSJSlEXLW7NmUHDxoGYe2TMrWC2/F2pBs/3egL19lYtbpMGSL3xNvGpFZk67W5KshK6vK6VbtOTsaQeKiMaKj/EPE9lw1I5OqVLaAmiGj6lzbgkvi9QiqFekzbX2qWEUW89XrpK3F7HXJsz2zzn79/O7y91dFmSJpm+PfiFnLjvDQon3ojCYGtIhiwcROBPopKlmBT1dTijq1AftMlE8++eSTTz755NONIFlwMNEZ4vg1NrkDL/7yJnqj5wZXTFxThv3f/1Co/Eg+uJ/lH77pUam12Wxmx28/snbu52A206b/QAY+/CQKlR8Rlk7XGWdOOj/GZCL3p58BCB05stw6pRoNYePHA5D91VdedzjPPGdtQia2H6xW0CM+gidubcqP93fh0KxbadmhHQCd1bn4K2UEZKcRmZmCQSJlzDE/Wr68imGfb+V/y4+wdP8FzmYVIouIpN7cr4l66UUkfn4Ub9/B2TuHkLd8ucsTcqPBwMrP3seg1xHbuh1t6ktBmw+n19D+5pYAnMiPIL/FJOgwodzjTUVFmKwNlGsyUNDGgkg4sBjOrEehMSEPVoHJRMnh8pxfV7ImbeVhV960lYWHg0IB5uqVGestpq3SXRMyL1RVrq1eW4pBLyZEXOERTDodOYu+ByB84oRKTRqrrIiE0hpqRqaIjkZeO0bsE1ZzzEGuTNv9q/7k97f+h66khHotWjPkqRcAOLZ1U6W87NBRI4l5/TVqv/12lcbrmLT19vvCK90kGtYWbvuWnX+I77CeYyYQXqcet01/AoB9K5dxcudWgVtc9oh4XNcZ0KCL63W2GQX9Zonrq55Fu30lcGXQCFbJ1AJpYbqUJqqMd8+FxaPg7VhYeIdo6JV+yIaVLKfze+DLnrDxTTDpocntMH2nQA64SaiD3bRVJ4vUe2C//q4XlEphyOfQsBeRylwAMk8cIHjoEAJvvw0MBi489bSYUNj/PeRfgMAYaHefdy9E/K0QXF/wdw//Vu5ufWYWmM1IFAqvmi4WWkzTgAhLurWkBFMVU/B2nm1spcsGWbaXfT7F5f021Ewlk43uZNDrbYZwoNIg9h2JFOrfXMkjry/5TNurJBvTtop4hHKmrckEpx1M24uJ5YDgVZE+XZi2U1YWsXBbEiYzjOxYj8/GtMdPIav2+n2qWdV68EGinv0/gu8ccq2H4pNPPvnkk08++eSxpMHBRGQfIDpnL1Kk1N11E69tetOrdE+dhOYMfeYl5AolZ/fttiRnjW6XN5tMbPpuLlt//A6Am4eNpO/kB5FKxTFudGNhOqSVMW2Ltm1Hn5qKNDCQoIG3u1x36L1jkAYGojt9hoK1az1+DgCZSSJxHBnrOrGnksto17kDAC1llzjw8q181UAkFM/HtkAeEozWYGJfSi4Ltibx2I+J9Hl/E21eWc1983YxN6w959/5ClmLlpgKCrj49DNkvvteue3s/P1HMs6exs8/gFsffBRJKwsjdfdcojY/RT1NLmYk7C91zf2+tHAhZr0eRYP6yGO861xeoRIGiVRcbjLsXQiAOkEY3KUuDDpXMtgakV1501YilaKIqj7XVpciEnuKBtVL2kLVubbFlpStXKlC4YIFm//nCoxZ2cijogi63fVnw5X8AoRpW1JDzcgANO0siIT9+51uN5vNdtM2Pg6Tycj6hV+yfv4czGYTLW/pz/Dn/kfjDp0Jr1sfg1bL0X/WV7gtiVJJyPDhVcYBKOvXR6JQYC4pcd+oqibUbDAE1mZLciAGrZaYJgk07doTgMYdOtPpzuEArPriY3J/fBSKMkXF7S0vVLzebo/Z8AvavZuAK5i0NWiRFoiJLZM8XDQx7zQFQhoIAzZpM6x9WSRo30+ApQ/BoV+ECa0rgr+fhbn9BAZSU0s8fvRiCK4c42X9bg7ML0QeHY1fi+buF5YrYeT3RMaIJmSZh7YhKb5EzKxZyGNi0KekkPn+e84pW2+bsUtl0NGCIHHRkMxgqRKRR0cjqcCMLitrVXhArQiklgmVqk446SxJW5UHDf/qNhOTgalHXH+P21AzVUzaFuaIBLFcoUR96YC4MaYN+N1YaEmfaXuVZPsghHgHv7fhEcqathmHxJeqwh/8QsCoFbdVQWazmW2ns3nw67UoSgSM/ISxNt3iwvlmUmfeGt4Kucy3q1yPUtSuTdj48bZmGD755JNPPvnkk083gmTBIQA0ObYYZRgE6EIoWhPMwsPfeLWe+i1bM+Sp55HJ5ZzauY2Vn32AyVTeuDUZjaya8zF7V4gmf73HTaXbyPuckoHRjYXpkH7GuTlQ7o9LAAgeMgSp2nVfB1lgIKFjRQfw7DlzPDaftcVF5GaIE+3Ihu5PcusmCKM089xZjNpS/Hf8A8DNE+9m3wv9Wf9kLz4c2YYJXWNpXz8ElVxKQamBLaez+XzjGaasz+S2xvfxa5uBAFxasIBPv/yTd1cdZ/b6U8z5ZQPbfxWN1sL6j2ZXhpEDwf3Exs9uhLwUOjQQr+uh9WvQlThjCQyXLpEzT3AWIx97zCvDoFIpNdBiqLiuFSaf+qZeAJQc8My0tQVhroJpC/aEWHW4troUwe5V1qsB07auxbT1MmlbnJcLuEYjmM1mchaI0vqw+8aW779SgdQW5nFJDSVtAdTtRBq9ZH+i0+2GzCxM+fkiDRkdzR/vvsb+lcsB6DFmArfe/wgyuQKJREKb/sJ4PrBmZbWaH1UmiVyO0mJqaU9doWZkADIF6Q3u4Uie2B9vGTfV6Tuv28j7qN20ObqSYpZvSMVglsNdcyo3EyUSuO0taHYn2lwx6aUKvwJ+gckESx9CahBeirHtFNH8a9D78OgBeHgf3P4uxA8AhQYK0yFxEfw6Gd5pBB80hx2fA2ZoM1o0Gms53IbCqEilhYX2JlYlOgL79q08Se4XROQ40czuUrEc/bf3IFPLqf3G6wBcXvwjpclpEBAN7cdX7TVpPw5kStEM8rwzIlOfJr5vFNGeoxHAbm4GhIbZKngNmS6a1HkgbZIlaRvbsNJl6zZriUQqJTc9jfzs8ttTVLOpY4FlnYG1aiFJvjHRCOAzba+KdKUltgYJmqoybcs+7rRlBr9RL6jbSVw/7x3X1mA08efBi9w5eytj5u4k66yYfciRR7JkRn8WTbmZXk0iPC5z8cknn3zyySeffPLJJ09kbaIq15dw57jmIDXT8HIrVv+1iw0pG7xaV2zbDgx+4lmkMhnHt25i9ZefOpUcG3Q6ln3wJkc2rUMilXLbQ4/TYVD5KiWraZt17ixGS0MxfUYmBevFeBwbkLlS2LhxSNRqtEePUbR5s0djz7Kc4AbWirAZWa4UGF6L4MgozGYTKds2U3rkCEilBPbrh1QqoVFEAHe1q8usO1vw20PdOPy/Afz5cHfeuKsVozrVo1lMEBK5nLkN+7ChbjskZjNR337BZ+tP89HfRzi/dB6YTZz0j+PZA3Imf7OHIb8XcsYkkk75Zg0vqx5E6x+OtriI7779mX0pl8kvFUiK7C/mYCouxq9lSwIHDPDouXultvfar0e2QN25GwAlBw5U+lCzyeTQJ8S7AE1VZU2IWU2UqkhvSdoqazBpqzvvnWlbUmDh2bpoQla0ZSvaU6eQajSEjKj4s1FW1qRtaWFNmrZtAShJTHT6/GtPC1PU0KA+P73+Amf37UauVDH4iWfpPORup3Pd5j37IFepuHQ+hQvHj9TY2FzJimqwNkm7EjKbzWzYL17j5sEZxPg5J5tlcjl3TJ6AWm4gUxvARuldULudZyuXyjD0fAujVgaYUe2YCbmpNfsE1r8Kh39BapkPMMkC7fdJJKI5103T4N6fYGYSjPsDuj4MkS0AM5TmCpzA2F+FGa3x/POflWJBIxiMKEwmAvu54dmWUUC9BNQBAZiRkJ10En6egH/njgTe2h/MZjL2BmPu9qj3KVur/GtBC2sVhHPaVm9N2nrBswU7U9Y/LNzWPKwqSVuz2YzurEgnKxtWbtqqNBqiG4kKl9Qj5QOI8ijxPAzpVUva5ltM98BwhyZkDW4801Z+rQfwX5A1ZavwU6P0cz07705207bMD6UVjRDXF4ouwek1gmt707RK11miM/LL3lS+3nyOlBwxS+6nkDIutgRSISy2NWF1b6zIuE8++eSTTz755JNPN46kKhUStRpzSQmhAQa6DY9n68+nuTlpCG+t/IiYe2JICEvweH2NO9zEoEef4c+P3ubIxrXIFQr6Tn4IXUkJf7z7KqlHDyFTKLjjsf8jrqPrZkmh0TGoNP5oi4u4dD6FyNhG5P76CxiNqDt2qJTZKA8NJXTkSHIWLiT7izn49+hRafghM8nKs628mVHdZi3Jy8wgae1q6gKazp2Ru+EWKmRSWtYJpmWdYMbcJEy/Ep2RIxfzOHmwFsbnp9Hq0lleCMogrSQdjT4XgyoAfee76CxRotUbKdEb+aFkJON1i3lOP4kt2nAu+7WgT9E/JP/zN6+dDcMskdJSUsBbfyxGBhy4/V5OH89CLpOgkEqRyyTIpRLkMqnlrwS5VIpCJkEmlaCQSbG+QtZcozXgaMaedDQHtSEyOBZ5XhLmRr3xa9ECZDIMmZno09MrTJaZ8vPBgs2QhYZU+jrXhGwJsYyqmbZmnc7GcVTUANNW6SXT1qDXc2jd3+z8/ScANJZkvKOsKdvgu4d7zTC2Mm1rqhEZgF/Tpkg0GkwFBWhPn8bPUq6vO32aXLWKfSFKSlOS8A8JZejTLxIdV76cX6Xxp1m3Xhxav5oDa1bayrevhOxc2yuXtD25YwsXT59CLpPQPSIJds6Bep3sC5jNBG6ZxcCYY/ya2pIDR9Ops2Ujzbr39mj92iQLdzlEhrTkPHw/HCb97ZU56lZ7FsCWDwCQNu0J53bbm8y5klwlmhY26g23AvkXIfsk1OlYvqGaB8qyohGKSpEGB6Pp2NGjx0kkEiIbxZN8cD+ZulBiTq2GPx8jalBTCtetojhLRX5WbarltnSeCgeXCK7tra+DfzgABlvS1js8jY1pGxqGNNJi2nqTtDWb4dwmjH+/i6lAsHCVtSM8emi9lq1JO32ClMMHaNHL2Riv7veoNSkdGOwPOWdvSJ4t+EzbqyLbzIWXKVtwMG0dS3lK8yB1p7jeuK/YAaHSZmRFWgPzt5xjwbYkcooE/zZUo2Bcl1jGdWlA+OaNkIrg2Pjkk08+XSeKjY3lscce47HHHvNo+Y0bN3LLLbdw+fJlQqrwvetT9dSzZ08eeOABxowZU+V1zJo1i6VLl5KYmFgjY/J2H/LJO82ZM4cVK1awfPnyaz0Un24wyYKDMZSUYMzNo02f5qQeyyHlcA49jo/ksTVP8N3gb4jQeHbiB9Dkpm7cPv0J/pr9PgfWiOY46WdOkXH2NEq1mqFPv0i9Fq3dPl4ilRLVKI6UwwdIP3OSiLr1HRqQjfJoDGETJ3L5hx8o2b+f4l278b+pc4XLZ5RpQlaR6iS04MimdVw4d4q6QNCAWz0ak1VqpYyOsWF0jL2JrKQpZH/+Oc23/EhekBKAEU88TcO2Hco8qhdm8yw+LNRxOrOQUxebkPH1HoK1BbQzX2CfpB4Ddy9DZjKyN7IJL5xSwKk9Xo3LUw2Q3sUD8uW8tDOBkAsHeSi6PiEXzpG0eReNhw9GKnVtkBssTcikAQFIlcorMraykltZjFVM2uouXACTCYlabUu+VUeOTFuz2ex2MsFoMHD0n/Vs/3WxvTQ8IsrGPrWq9MQJirZtA6mUsHHjvB6PX4AweWsyaSuRy1G3bk3xjh2U7NtvM21P79/DjrjamExGatWP5a6ZL4lO8m7Upv9ADq1fzckdW7ll/FSXhnVNyDoJZOXt1rT0Oi3/LBLGeuf+txCY/A8cXQr5r0GQxdTb/x2cWkVssJKbW/Rnx99rWfPVbCIbNia8TuWTBdqTgv+tatsFArdC9glYMgbu+x0U3oXVnHRqDax4Ulzv9X9IE9XAbkyFFTeIc1JQbXGpojItTciCSrQE9u7lFf4jsmFjYdrWHgjFX8P+71HIVIQ3U5B9OIjM9z8isG9/pP5VRBzW6QAxbSEtUbyH3R8D7BgBhZdJW0fTVmdN2mZ6kLQ1GeH4n4LTe3E/pWkqIByFvwHpplfgjg8rXUX9Fm3YtfRnUo4cLPfdVO2k7SXLd5jUst9EtwZ1SJXWdS3lwyNcBRVZjFd/L5uQgUOnU0fj4dw/YDJAeByENRQfWhDd8Iqyy63DYDSxeFcKvd7dyPtrTpJTpKNuqJpXhrRg2//15fH+TQgPUEGmaELmM2198smnqkgikVR4mTVrVpXWu3v3bqZNq7yKwKquXbuSlpZGsAv+2pVSQkICKpWK9Gqw6/4NWrZsGRkZGYwa5Zm54U5PPfUU69atq3xBD+XtPvRv0ZtvvkmnTp0IDAwkMjKSoUOHcuLECadlSktLmT59OuHh4QQEBDB8+HAyyjR8SElJYdCgQWg0GiIjI3n66acxWErHASZNmsS+ffvY7GE5uE8+WSWzfE8b83KRSCT0G98cdZCC0JJo4o505dENj1JqKPVqnc269+bW+x8GBJcy4+xp1IFBjHjpzQoNW6uszcjST5+k8J/NGNLTkYWEEOihQaqIiiR4uChdvfTlnEqXtzUha+hJ0lZwbS+bjBgtaISqKnzKZMxRkez3E6eDbfoPdGHYCkkkEiICVXRpHM64HvF0HTQYgHv8zrJnVD1uOS8aP+XfN42+CZG0rRdCyzpBJEQHEhcZQGy4hjohaqKD/KgVoCRYrSBAJUcllyKTSpwucstFIRMXpUwqLnIpG6Q3MUz/CodKwtl8KputCnFCv+Sbv2j9v9WMmLOdWcuO8Mve8xxLy0dvFCXyhhxhSJiDgzl8IY/Np7JYduAi325P4uO1p5i17AiPLdnPxAW7ePD7vfzfrwd5869jfLbhNN/vSGb5gYv8czKLA6m5JGUXcblIh9FUMe/UnhCrmtmgTbYkGOvVqxFUndW0NRUWiuRxGZlMRo5t3sDCJx9k9ZefUJCdRUBoGP2mPMSkj+aUS5zmLFgIQOCtt9pSvN7InrStOdMWQNPeyrXdj9lsZtcfv7A57RwmqZS6tesz6n/vVGjYAkQ1iiO6cTwmo4HDG71rKuiNrHgE3ZmzmCtooFhV7VvxB/lZmQSE16LjmIegfhfhIewR7GkuJ4smXQB9XqDL+Iep16I1em0pf374lg3vWJFKraZt8zYw9hdQBUPKdpjTA078bY/Ne6O0g/DzBDAboc0Y6P1/NnOzwqRtGRXn57H1p0UU5JT3RzxRltW0LdUR0NczNIJV1km4zFyD3bg0agnvoEZRpw6GjAyyv/yqSuMCBBqi81Rxfc88YZ7igEfwgmmrKylGX1oCgH9oGAor0zargqStQQt7v4HZneCncYKvK1dToBfNAP2jtWI/O7qs0u3XbpqATC6n8FI2uenOTfkcv0erwpguuCTe+0C9pcLgBuTZgi9pe1VkxSP4B1fBtLXA352YtlaebZzlQE0dArWaiPj/hb3QRHCkzGYzG09m8eZfxziZIWLqDcI1PNG/CYNaxZRvLpZ1XPyNbOb1OH3yySef0ixlfAA//vgjL730kpNBFBBgL00ym80YjUbk8sp/hiK8TJgolUqivQTwV0dbtmyhpKSEu+++m2+++YaZM2detW27kl6vR+FFGqAm9cknnzBx4kSk1WxAExAQ4LS/VFfe7kP/Fm3atInp06fTqVMnDAYDzz33HLfeeitHjx7F33IC9Pjjj7NixQp+/vlngoODmTFjBsOGDWPr1q0AGI1GBg0aRHR0NNu2bSMtLY1x48ahUCh44403APGZGzNmDJ988gk9evS4Zs/XpxtPVtPWZOlQrw5Ucuvklvzx0X6aZXZlzfGTvBDwAu/0fAepxPPvlVa33IpRb2DdvM8JDI9g+POveJQaA+dmZJf3CaZl8LBhXiU0wydPIffnXyjatp2SAwdQt2njcjmDTsel88Kc8yRpGxJdG7XKjxJtKaVtW1UrgSnVaDh1cztKk06j0RnodtudHj+27YA72L3sVy6eOErqR+/hBwTdcQcPTR1U5fF4qlK9kZMZBRy+kE+J/CwkbadZbiqFWgO7knLYlZRjW1YplxKsVtD09H6eB44VS3n80y01NpZAPzmhGiWhGgUhTn+V1M0y0xwoPn+BwxfyCPUX+09OoY5LRVpyinROl0tl/u91eAMPAttL1Tzy6WZCNUrC/C0XjZJQf4f//ZW2+2Vu0sZSPz9ktWphzM5Gd/48astnz2w2c3rXdrb+9L1tX1QHBXPT0BG07n8bCqWq3Lr0GZnkrVgBQPjECVV67exJ25rDI4C9GVlx4n42/7CQ3ct+BaBBVi4DX34HlUbj0Xpa97+d9DOnOLh2JZ0GD6vZxnoWKerWRaJSYdZq0aemooyNrbF1F17OsaEteo6ZgELlB52nCUN17wLo8QT8MR10hVDvZugyA6lUxqBHnua7mY+QnZrMuvlzuO3BxyrcjpXHq2rSBKJawJgl8ON9cOkULB4JjW6BAW9AVHPPBp53Hn4YIcbVsCcM/hgkEqT+4n3zxrTd9O1cjm7ewIVjh7nnpTe8mvwwGgxkpyQBEGQ0E9DdO7MvyjIJl52chKntu0iLsmD960j7P09U5/qcnz6DnAULCBk+DGWDBl6t26aWw2HV85CbIpLJTW+z4xFiPMcjWFO2SrUGpZ892e8yaVuaD3sXwvbPRNM3AL8Q6DwNc8cpFAy8G4DAAbdDzhJYNkMwkkPc//4qVH7ENEng/NHDpBw+SGhMHdt98ihh2pqLizEVFHiNYbFVCxRYfK4b1LT1JW2vgorzhGmrqULS1lC2EZnZ7MCzdZhdtzUjE4iEIxfzuG/eLiYu2M3JjEJCNApeHtycNY/3YkjbOuUN2+IcKLTMBEc09XqcPvnkk0/R0dG2S3BwMBKJxPb/8ePHCQwMZOXKlXTo0AGVSsWWLVs4c+YMQ4YMISoqioCAADp16sTatc6phtjYWD766CPb/xKJhLlz53LXXXeh0WiIj49n2TL7TO7GjRuRSCTkWr4/Fy5cSEhICKtWraJZs2YEBARw2223OZnMBoOBRx55hJCQEMLDw5k5cybjx49n6NChlT7vefPmMWbMGO677z7mz59f7v7z588zevRowsLC8Pf3p2PHjuzcudN2//Lly+nUqRN+fn7UqlWLu+66y+m5Ll261Gl9ISEhLFy4EICkpCQkEgk//vgjvXr1ws/Pj0WLFnHp0iVGjx5NnTp10Gg0tGrVisWLFzutx2Qy8c477xAXF4dKpaJ+/fq8/rrobtunTx9mzJjhtHxWVhZKpdJtAjYrK4v169czePBgp9slEglffvkld9xxBxqNhmbNmrF9+3ZOnz5N79698ff3p2vXrpw5c8b2mFmzZtG2bVvb/xMmTGDo0KG89957xMTEEB4ezvTp09Hr9S7HUlau9iFvx+TJvpqWlsagQYNQq9U0bNiQH374ody2c3NzmTJlChEREQQFBdGnTx8OODTSOXDgALfccguBgYEEBQXRoUMH9uypWqnx33//zYQJE2jRogVt2rRh4cKFpKSksHevaFyal5fHvHnz+OCDD+jTpw8dOnRgwYIFbNu2jR07dgCwevVqjh49yvfff0/btm25/fbbefXVV/nss8/Q6XS2bQ0ePJhly5ZRUlJSpbH69N+U1bQtPXGS4n37KNy8maCzO2jRQOxHfU+OJHLBTtY/PIILTz5F6gMPcuHpZ8hftRpTacUpsLa3DmTSR18y4YPPPTZsAaIsSdvs1GTyNwuDL3TEPV49L2XdOgRbvguz53zpdrns1GTMJhN+gUEEhteqdL0SiYQwnUhU5cdV3uSlIp3cuZXTSadFU/XkdC7PqTwVbJV/SCgJ3XoDcCwtBRQKIh59pFrj8VR+Chmt64Yw5qb6jJ0kTOKWhRf5e0ZXPhjRhkndGnJTwzACVXJ0BhNZBVo0JSLNWaAKJCpIRUJ0IDc3CuP2ltGM7lyfB3s35rmBCbw9vBWvDGnBk/2bMKV7Q+7pUJdbm0dxU8MwEqIDqR3sh79SZhtLQamBlJxiDpzPY9PJLJYmXmThtiQ+XHuSV3eKbuzk5DDk4010e2s93d5az+DZW5iwYDdP/HSA11Yc4/ONZ1iyO5U1RzPYm3yZc9lF5JXoiSkSjz+rDOHwhXw2n8rmj8SLLNiaxPtrTvLC0sM8tGgfo77awa0f/kOn19cS//xfdHxtLbd99A/3zdvJ4z8m8sZfx/jqnzP8tu88peHCALl0Ohm9wci5/Xv4/tnHWPbBG1w6n4LK35/uo8Yx5dO5dBg0xKVhC3B50SLQ61G3b+92QqIyXamkrbpNG5BIyMjOtBm2zS9k0SIjFz9LstUTJXTtiUrjLxjSB/fX6BitkshkqBoLc6+mEQlblnyLXltKTHxTErr1Ejc2GwyBtaEoSxijSZtBoYGhn4NU7Nf+IaEMeuRpJBIpRzau5fCGNW63YTaZbONWNbHwvht0hUf2QbdHQaaEsxtgTjf483GXFcFOKs2DRfdAQRpENIMR34FcTHbILBP5npq2BTnZHN/2DwCpRw9xdl/FGMmyunzxPCajEZnRRETHzkg9NPutComKQalWY9DryLl4Hno+Dc+nQ8eJBPTpg3/37pj1ejLeeNOr9TpJoYZ2Y8X13V9jKi21VWlXxPguq8IcOxoBQG5J2uodk7aFWbDuVfioJax5URi2gbWFIf/4EejzPCWnL2DMzkYaGIj/1A9FNXhpHvw6BYyGctt1VP0W4nsk5chBp9ularXtOMHbpo5ms9neiKwkCZCItPkNKF/S9irIlrT10rQ1m80Yc0XywGbaZp+EvFSQqaBBN/vCdTtC4iK0STt5/ucD/LrvPGYzKGVSJnaL5aFb4ghWV5C8yrKk4YLqgirQ/XI++eTTNZHZbKbEcPXNELVcXSNleVb93//9H++99x6NGjUiNDSU1NRUBg4cyOuvv45KpeLbb79l8ODBnDhxgvr13XdL/t///sc777zDu+++y6effsq9995LcnIyYW4ashQXF/Pee+/x3XffIZVKGTt2LE899RSLFi0C4O2332bRokUsWLCAZs2a8fHHH7N06VJuueWWCp9PQUEBP//8Mzt37iQhIYG8vDw2b95sSxsWFhbSq1cv6tSpw7Jly4iOjmbfvn2YLF2NV6xYwV133cXzzz/Pt99+i06n46+//qrS6/r+++/Trl07/Pz8KC0tpUOHDsycOZOgoCBWrFjBfffdR+PGjencWfAVn332Wb7++ms+/PBDunfvTlpaGsePi5noKVOmMGPGDN5//31UKnHS9v3331OnTh369OnjcgxbtmyxGaBl9eqrr/LBBx/wwQcfMHPmTMaMGUOjRo149tlnqV+/PpMmTWLGjBmsXLnS7XPcsGEDMTExbNiwgdOnTzNy5Ejatm3L1KlTvX69qjKmwsLCSvfVcePGkZ2dzcaNG1EoFDzxxBNklmnkcM8996BWq1m5ciXBwcF8+eWX9O3bl5MnTxIWFsa9995Lu3bt+OKLL5DJZCQmJtqS0ykpKTRvXnFa5bnnnuO5555zeV+eJc1o/Zzs3bsXvV5PP4cS64SEBOrXr8/27du5+eab2b59O61atSLKknYAGDBgAA8++CBHjhyhnSXV1LFjRwwGAzt37qR3796evg0+/cdlbbR76csvufSl3dyMkEgJavs4+cGNiNGOJ2bnh+Sb7Z3c85cvR6rRENC3L0G3345/924uk7COiR1PFRheC/+QUIpyL5Pvp6BOm3ZVSsCFT51K3tKlFG7YQOnx4/gllMeP2ZuQNfLot1afkUFw6kUu1I0gm6qXUxflXmbN158B0L5rT0IPLiDv198IGzMGv0q+Y6xqf/tgjmxaS1qwP51v7omyBppleStlbCzSwEBMBQU0zE8joX1zhonqXEwmM6mXiykoNaD5NRltIvS9uQnjnqs6UsIqncFEfqmevBI9ucU6cor0XC7WkVus43Kx5bbCUgxr5MiNBuJlpZyWBCCRYEvEhgcoCfNXEe6QlrVeDw9QwnN/oD8LQwZ2pnufTuQU6bhc7JzGdfw/t0SPyQzZhVqyC7UcTy9vhs4sVNAb+PTbvzD8+hu1tcIEMUgVZNTvTHGT7iQZgli99hzBagVBfnKCNQqC1Qr8FDJx0euQLF4iXv/RYynWGfCTy9zyhN3JL0Ccb9Yk0xZAFhSEPK4xB2VaABKatyH2wG8oGzb0Ki2vUPnRvFcf9q9czoE1K92iQ6orVXwcpUePoj19ulq4E0dlnD3NkU1igr33uKn27xaZAjpNhvWvCtwiwK2vQrgzmqVei9Z0HXEvW3/8jnXz5xDVOJ6I+rHltqM/fx5zcTESpRKl4zG7XzD0fwU6TIQ1L8GxZaJU/tAvwry86X7RNMxRRr0os888CgFRcO/PTuxRGx6hsNCj1yBx1QpMRiNSmQyT0cg/ixbQsG0HpDJZ5Q/GEY2gJai/9++LRColokFDLhw/SmbSWWrVawAKP3GfRELUc89xdsgQCjdtomDjRgKretzUabJIvZ5ei+H4LrF+tRppUJAI5RWkQX4aFFy0/y1IF8a9WZyLFKXLAT8CSpLh6z7IL4vfFsPFVMxf90UikUL6QbCiisLjBUO31QibqQ5QsFoY/AG39Eai1sDweQKTkboD/nkHbnF9bAqiGRk/LyL1yEHMJpNTsl0eE4MxLw9DRjo0Ld880J20RUU27EOgQgsxNybPFnym7VVRVU1bU1ExWFJENtPWikaI7QZK+4xPcWR7NIAueTe/alMwI2Vwm9o8M6Ap9cI8mBnKsvBsI308W598uh5VYijhph9cd7u+kto5ZicahXezyxXplVdeoX///rb/w8LCaOOQ0nj11Vf5/fffWbZsWbmkp6MmTJjA6NGjAXjjjTf45JNP2LVrF7fddpvL5fV6PXPmzKGxJdEwY8YMXnnlFdv9n376Kc8++6wt5Tp79myPzNMlS5YQHx9PixaCMzhq1CjmzZtnM21/+OEHsrKy2L17t80oi3NIerz++uuMGjWK//3vf7bb2lQhtfLYY48xbNgwp9ueeuop2/WHH36YVatW8dNPP9G5c2cKCgr4+OOPmT17NuPHjwegcePGdLeUfw0bNowZM2bwxx9/MGLECEAklidMmODWWEhOTiYqKsolGmHixIm29cycOZMuXbrw4osvMmCAwPk8+uijTJw4scLnGBoayuzZs5HJZCQkJDBo0CDWrVtXZdPW2zG1adOmwn31+PHjrF27lt27d9PR0mF47ty5xDt0m9+yZQu7du0iMzPTZoa/9957LF26lF9++YVp06aRkpLC008/TYLF4HF8fO3atSttzuZu4sJkMvHYY4/RrVs3WrYUbML09HSUSmW5hn1RUVE2PnN6erqTYWu933qfVRqNhuDgYJKTkyscn08+OSqwf38K1m8As1k0ifL3R+bvj9Tfn5s0yWwsrU9+cCP+6jGYXOVfjGo/kchLBvJXrsRwMY385cuFgRsYSGD//sLAvfkmrxrGlJVEIiGqYRxn9+8mV+NHSw8bkJWVqlFDgm6/jfy/VpL95ZfU/bB8Q5bMcxaerQdoBICCNWsJKxInzulJZ22mhDcym82s/vITSgvyiWjQkJ4zHic9NZP8FSvIeONN6n/3rUcGst/xk4QXFHMpUENKnUg8zzDWnCRSKepWrSjato2SgwedDGepVEKDcGH0ZJQUogXkbr4fvZVSLqVWgIpaAa6TqFad/jYa/fnz/HZPnK1s39OJ8DMXBYOxcdsEWidUzGAF0cMkp1hHVoGW7EId2QXCvM2y/M0u1KFPikafJiVCloxEa8YgkXEwqCV7g9tRKlHDqXygYlzB4LNbeKggn4v+4QzaYsC0dRUggkIqhRS1QoZKIUUmkSCVSpBJnJnFUsv/am0B7YCi/HzGz9uJXCZFLpMgl0lRSMVfuVQibpNKUcgcbpNali23nLhPFx5KcUkOSpmCUKUlwR7bCJPJ7JW53KbfQPavXM7ZvbsouJTtURreWyktx4Tak6dqZH1ms5kN33wNZjPNuvemdpMy5/YdJsCmd8CoFeiCjpNdruemofdw4fgRkg7sY/mHbzH2jQ9Qqp3PB7SnTlmeQ2MkrnBnYQ1h5HeQtEWwc9MPipTmnvnCLE64Q7BZzWZY/iic3QgKfxjzU7lyeptpW1x50lZfWspBSyPKW+9/hI3fzSPnQiqH1q+mTf/bK308QPphkfgMLNUTUEmAw50iYxsL0/bcGZr3cF6HqlFDwsbdR868+WS8+Sb+XbtWrUliWCNRfX16DfqfnwZAoSpB8kaM3WStRIWX6gCN8Ddmw4WTyA0SIAaz3owpaS8yhYUlW6cDdH8cmg6CMsf6ZrOZgjXCtA20nueFNYTBH8Gvk+GfdwXuwg2eICauCXKVipL8PLLPpzhNEiiiotAeP25rsuap8rNFaEKtkqKQmqDBjYlGAJ9pe1VUVdPWaCntlahUSNSW7otleLYGo4kf96Tyyep0NphVBEpKGFq3kHF33ka7+l5sz5q09TUh88knn66grGaWVYWFhcyaNYsVK1aQlpaGwWCgpKSElJSUCtfTurW9mYy/vz9BQUHlEo2O0mg0NsMWICYmxrZ8Xl4eGRkZtgQqgEwmo0OHDrZErDvNnz+fsWPH2v4fO3YsvXr14tNPPyUwMJDExETatWvn1khLTEyssunoqLKvq9Fo5I033uCnn37iwoUL6HQ6tFotGkt517Fjx9BqtfR101jBz8/PhnsYMWIE+/bt4/Dhw04YirIqKSnBz8/P5X2O75fV8GvVqpXTbaWlpeTn5xPkhlfVokULZA7mRExMDIcOHXI7nsrk7Zgq21dPnDiBXC6nffv2tnXExcURGmr/LT5w4ACFhYWEh4c7jaWkpMSGYnjiiSeYMmUK3333Hf369eOee+6x7btyudzJ9PdG06dP5/Dhw2zZUnM8x7JSq9UUFxdfsfX79O9TQM+eNNnqfp+U7s1k1deHUUv7s67JKbb4L2XxiMXEPfUUJYmJ5K9cScHKvzFkZZH322/k/fabaBp2660EDbwdTadOSLw0NQFCLQS5/NAgAvu6ri7wROH330/+Xysp+HsV2ofPoWrkjDSwJm2jPGhCBlCwahWBpTqUcgU6bSmZ584QHed58gjg4Nq/ObtvNzK5nNtnPIlMriDyqScpWLeO4j17KFi1mqDbBlS4DrNeT+aHH9Hwch6XAjUc2baJbmMnecwLrUmp27YRpm3iAULdNME0Wsp/ZaEhV3FkokRZf/48+rQ0NA6/DZXJbDSiT00V66ig6shRcpmUyEA/IgNd/w4DXA5K5sCZf5BIzPiHR9DziVcYoAokv0SkhvNK9LYEcX6JwXZ7fqmeEp0RrU7P8LPi87o8vhcmB860zmhCZzRRUFpxGbRVMpOBdoDEbGLbiYvopVUwrFwoUpvJiJIcJEBweik7LyVyG7DwooQfXlhJrQCl5XVSERGoEn+DxP+RgSpCNUr8VXICVHLC6tSlbvOWnD96mIPrVtFtxL01MkZHWZuR1RQe4dSubVw4fgS5UkX30ePLL+BfC/q+KJqEDflMmKYuJJFKuX3Gk3w38xEuXzzPunlfcPuMJ52W0VqakPk5TC67VGx3mLYRDiyGda+I5uk/joXY/2fvvMObKvs3/jmZTZPuTQeFtpQyyih7TxEEQRmCAxCQnwoqKooD96u+LsQJDgRRFEVEUED2LHvvFsrobtPdpG3274/ThpbuUoa++VxXrqznnOdJcnKSc5/7ub+9xen1cevh2DIQJDB2CTRpX2kVZaKtpQ7xCKd2bKZEr8PNxxevg0fp3Hsgu9atYs+KZUT16ltJfK6KMtHW29e/wSd77MXILiVU+bz3Y4+Tv2YNpiuJ5Cxegvf/NbBgbpfpomibfAXwQK40XBVsVZ7g2gRcAsA1QIw0cPEX3cwSGWBDt24XZB5DEz0U7ngTCSBZ9xLWohLM/T9GGuQLGn8I7Fjt9mI4exZTSgqCk1PF/N+2YyBhGxz7EVY+Ao/FgnPl91MqkxMY2YorJ46SdOp4BdG2rKiaOb1+RR3TL4jbp7ui9L34h+bZgkO0vSkUNVS0Lc0kkbq7i2dljUVwubQwSPOB/Hk0hU+3nOdilrjzincOp731NPN6mBDqI9gCZJY6bR2irQMHtyUqmYr99++vveEN6LcxKSt+VMbs2bPZtGkTH374IeHh4ahUKsaMGVMhK7Mqri20JQhCjQJrVe0bUoW0PGfOnGHfvn0cOHCgQvExi8XC8uXLeeSRR1Cpan7/anu+qnFWleN67fv6wQcf8MknnzB//nzatm2LWq1m1qxZ9ve1tn5BjEho3749ycnJLF68mAEDBtC0hmIJ3t7e5Jb+bl1L+fe/zGVU1WP1/QxrE9Vror5jaui2Wh6dTkdAQADbt2+v9FyZ2/X111/n/vvvZ+3ataxfv57XXnuN5cuXc8899zQ4HmHmzJn89ddf7Ny5k6ByVb79/f0xGo3k5eVVcNtmZGTYi/n5+/tz4MCBCuvLKK2Gfm3Bv5ycnP/Zom8ObgzhMb4knW3Cmd2p3JEwmZ+d3+bxzY/zQd8PiOjQAecOHfCbM4eiw4dFAXfDRiw5OeT9+it5v/6K1Mcbj7Hj8JwyBalGXXuHpTifEaNiCjzdr8u16xQZiWbAAHRbt5L9zTc0efcd+3NWqwVtaaEb3zqItuasLIoOHUIAmrSI4vKZEySfPVUv0TY7OZHtS78FoNf4ifYDY3lAAF5TppD15ZdkfvABmv79kCird5HmrliBKTERfy8vPAMCyUlL4dS2jcTcNarOY2ksnEpPwBWfOFFtG3PpsZjMo57HR9dJQ8UGc0YGNpMJ5PJ6ZVPWhjwwkByN+Psf1j6GVuH1i7Qo2LiRlCVZSNzcmPfdy3zkpKLEZBEvZqv9tsFsxWq1YbHasNhsWK1gsdmwWK1YrGCx2rDabJz77xJsZhNvDmmGxNUTk8WG2WLFbLVhsojtTRYbZqsVs8V29bbVhsViw1T6uMVqw2SxYjGbaRa7EgEIyC2kbUYO6R7iVO9EV38sVhsZBQYyCgx1er1SiUCrkkD6cYrta9bwQUYwapUCtUKGxkmGi1KGr6sTQR4qgjxUBLo74+uirJebVxkhfn+Nly5hM5sRZDKsFgsbv/4Mg15PZPdehMV0RV7NSfHymI1Gdv4o1lbofPe9uHpX83vc4wnxUg0mi5W8IhN5xRKaj32UE1+9zZld21F0G4GXny+aUlG75Kxo+lK2qMM+SCIV81dbjYTd82HPZ2Km7ld9gNL/ucM+hBZ3VL24PdO25hPDVquFI+tWA9Asu5DczYtwcXbGtVMrCvJzOfjn7/Qc92CN67DZbGSXujQDunSr/bVVQ9l+PfPKRWw2WyWXvVSjxm/2bFLnvEDWwoW4jby7Yd/3iMEwagHmXzYC+5G1GwhPvSwKrfLatxvdumMAaMJiIFJ0Isv8P8d48SJmTSuULWuf6VmwcaO4jt69kVx7jDHsfUjaLxanWz0Dxv9Upfgb0qYdV04cJfH0CToOG2l/XO4vGitMGfVz2sbtFSNAwp1SAAGa/jPzbMEh2t5wbFYr+vw8AJyvmX5YG5Zri5BdiQWLgSJVAMN/SONilnjWxsNZzlMDI2irHwR7TiMkH4KOE+s3UG1pRT3fylmEDhw4uPUIgtCoMQW3C7GxsUyePNkeS6DT6bh8+fJNHYObmxt+fn4cPHiQPn36AKLweuTIkQrFsK5l0aJF9OnThy+++KLC44sXL2bRokU88sgjREdH8+2335KTk1Ol2zY6OpotW7ZUGw3g4+NToWDa+fPn6+RkjI2NZeTIkXYXsNVqJT4+3i74RUREoFKp2LJlC9OmTatyHW3btqVTp0588803/PTTT3z++ec19tmhQwfS09PJzc2t4C79t1DbthoZGYnZbObo0aPExIjZdxcuXKggZHfs2JH09HRkMhmhNWRktmjRghYtWvD0008zYcIEFi9ezD333FPveASbzcYTTzzBqlWr2L59O82aVXT5xcTEIJfL2bJlC6NHjwZEx3BiYiLdu4t/brt3787bb79NZmYmvqXFKTZt2oSrq2sFATkhIYGSkhJ7xq0DB41Fr3ERpCXkk5sGQy49zGrZF4z9cywPRj3IY+0fQy1Xo+7SBXWXLvi//DL6/ftFAXfjJizaLLK+/JLcX3/F54kncB99b9XTeMthvHwZ5eFj0KYZhSVFlOh1OKk1DR6/96P/h27rVvLXrMF7xgwUQWLObm5qKmaDAbnSCQ//JrWup3DzZrDZcIqOJqRDjCjanjtNpxH31rosiILO2k/ex2w00DS6QyWB1WvaVPJWrsSUkkLO90vxnl71LBCrXk/WF18C4DPjcWL8vNj09WccWb+GDneOqHdcw/VSVgjLePEiloKCKquLW3LzAJA2UjxCXZEHiAJMfaf1GhNFl62iSZNat9f6oAgKIrtUtA1q1abey+csXgKAx/jx9sJMaqUMtbJhY0xyc0OXnUX/UDX+YXVzFNfEnhU/sVeXicrFlbYpecgsZoKyxPfyy5fHUBjQlMzCErSFBjILDWQWGMgsLBFvFxrQFpSQX2xCX1rsz2K1cVrelC4SFc4mPYXxxzmmrjnKRC4VaOKuIrDs4iFeB3k446GWU1BsJq9IzCDOLzKRpy9hiEKJ3Ghg1kd/kuDsjTI9nh6ls2svHNyLRSrHFNgK56jOBLRqh7+HGj9XJ/xdnXB3ltvFwCPr15CfmYHG04tOw+9FbzBTUGKisER0TReWiPcLSu+X5SLn6o3klGUx642V3NL3KgMINKTxxbe/csT96m/8wr3HaAo8tb+QCxlbUCulaJzkqBVSLFYbZqsowhsriPFWzJYeeNnCmMkPDGUPAL8qR7PhdDSBqacqvG+BHip8NMoKmbZVCaBlXDx8kLz0NBQKJb6HS3PQi4oIPxnHkRBfDv25iuhBd+LiWX3URcGVyxiwgc1G8IiR1barDa+gYCRSGQa9ngJtBm6+lQVZ17vvJnf5LxQfPUrm+x8QOO+j+nckCND+fky/xwH7kYdHg0donRfX54pFD9UeV2eByXx9RdFWW/0sxvIUbhK3V5c7qhDdFWoY8x18OxDi1sGBb6BrZVdxSGvxBFzymVNYrRYkpcXxZH71P/mlz8sl6fQpACJdteDfBlT/3GMTh2h7g9GuX4fNagUbOLu612vZ8qKtxWrjyr7VNAf+KIziorkId2c5j/RuzqQeoWiUMjhbOrU3uZ5VpotyQFf6JfCJrN+yDhw4cHAdRERE8PvvvzNixAgEQeCVV165LvdkQ3niiSd49913CQ8Pp2XLlnz22Wfk5uZW+6fQZDLxww8/8Oabb9rzQcuYNm0a8+bN4/Tp00yYMIF33nmHUaNG8e677xIQEMDRo0dp0qQJ3bt357XXXmPgwIGEhYUxfvx4zGYz69atszt3BwwYwOeff0737t2xWCzMmTOnkuO0KiIiIvjtt9/Ys2cPHh4ezJs3j4yMDLvI5uTkxJw5c3j++edRKBT07NkTrVbL6dOnmTr1ar5ZWUEytVptFyuro0OHDnh7exMbG8vw4cNrHeM/jdq21ZYtWzJo0CCmT5/OggULkMvlPPvss6hUV4v5DRo0iO7duzNq1Cjef/99WrRoQWpqqr0gXevWrXnuuecYM2YMzZo1Izk5mYMHD9oF1frGI8yYMYOffvqJ1atX4+LiYs+gdXNzQ6VS4ebmxtSpU3nmmWfw9PTE1dWVJ554gu7du9Otm+guueOOO2jVqhUPPfQQ77//Punp6cydO5cZM2bYc3kBdu3aRfPmzSvEkDhw0BjIFVKGTGvNincPEZAdwejgaaxUfcP3Z75n/aX1zO48mztD70QQBASZDE3Pnmh69sT26qsUbtlC5vz5mK4kkv7aa+T++AO+zz2Hunfvavfvub+uQGGxopZI0VstZCRcoGl0+waPXxUdjbpHd/R79pK1cAFN/vMfADIvidOhfZo2q1B0pToKNojZoa5D7sApSvzdSTl3plLRlurY9dMStImXUbm6MXTGM5WWkTg74/vsM6Q+P4fshQtxGzUSuW/lLNXsJUuwZGcjDwnBY+xYXGxWdi9fSoE2k/MH9hLZ/eZOQZV5eCAPCcGUmEjxiZNoevWs1MYej1DPWY/XPTa72FA/0Va3bSsAimtOtF0vZhcNBSoxhqBJYP1E0uJjxyg+ehRBLsfjgfsbZTwqjQu67CxKCmvO0a0LWYmX2b/qVwAGPPx/qH9agW6LWIwLmQzn5s1QKxT4u9XuPLRabRSZLOgNZnQGM8dWpXF5y5+M0yThN+5edAYzeoOZwhIzqfnFpOQWk5JXTFp+CSaLjSvZRVzJrntUUISzL5HGJLJPneVUYDsGltaayVR4o7QacTMXIE08jjXxOBc2KflbHUa8OoJUpwCUcil+rk4EKIx0PPATMuBvVQzvv7UNi7XhM8oEAdxUcjydFRTL20N8GtElF8hw606hwYyh2ECQTgvAOZUPWQV1y08tIx03HmMm7YQ7CRa0rC3pii2/aoFQKZMQ5gwfAVgszPvrBCoXNS6lJwzKnL8aJxlH/lgJQLA2D5nVhveTT2C6koht9Wo8vFzIBWJ/+ZE7H5tV7diS1v0FgMYmoL6O/zRSmRzvkKZkXkog89LFKkVbQRDwm/syl8eMpWDdOjwmjMe5c+cG9WdKF00esoD6uXV1ueL+UeNx9aSWrHTWlDlTW+vyhoQEjAkJIJej6de36kYB0TD4Lfh7DmycK7pe/dtWaOLbLAylsxpDkZ7MSxfxDxNjNxritI3fH4vNZsXfS4mbwiBGcfyDcYi2NxhrU/EHUWG2YM3JQVrFn5/qKBNtM1Eybf5OFuZtBgkcknVk9oAWTOoRiotTuYP3oNJMQ+1ZMBSC0qVuHZXl2boG1X0ZBw4cOGgE5s2bx5QpU+jRowfe3t7MmTOHgoLr//NeX+bMmUN6ejoTJ05EKpUyffp0hgwZUiFDtTxr1qwhOzu7SiEzKiqKqKgoFi1axLx589i4cSPPPvssw4YNw2w206pVK7s7t1+/fqxYsYK33nqL//73v7i6utrdvgAfffQRDz/8ML1796ZJkyZ88sknHD58uNbXM3fuXC5evMiQIUNwdnZm+vTpjBo1ivz8fHubV155BZlMxquvvkpqaioBAQE8+uijFdYzYcIEZs2axYQJE6rNqy1DKpXy8MMPs2zZsn+laFuXbXXp0qVMnTqVPn364O/vz7vvvsvp06ft750gCKxbt46XX36Zhx9+GK1Wi7+/P3369MHPzw+pVEp2djYTJ04kIyMDb29v7r333gqF6urDggULAHE7K8/ixYuZPHkyAB9//DESiYTRo0djMBgYMmQIX375pb2tVCrlr7/+4rHHHqN79+6o1WomTZpUoZAfwM8//9wo+cwOHFSFV6CGnmPC2bk8Hr+Tbfngwc/5NO09kgqTeH7n8/wW/xsvdX2JMPerB9iCQoHr0KG4DBxI7vLlZH3xJYbzF0ia/n+oe3TH97nncIqqOMPMajCQ//vvAGIxsoQ40hPir0u0BfB+/HH0e/aS/9tK1F274jZiBBmXS4uQNau9CJk5J4eiAwcB0ckkDQhAplRSoiskOzkR7yoqu5fn4tGDHFkvZpLf+disaiPbXIcPJ+fHZZScOIH2k09o8vbblcaRs0icfu076ykEuRw50P6OYez97WcOr11100VbEIVxUbQ9XrVoWzrjQeZ5c0XbhjhtjcnJ5Pz0MwAeDzRuhmpKQjwIAuoSI4pCXb2WzS512boOH16lmN8QnDTicWexrvC61mO1WNiw8BOsFjNhnboR2aMPOecu2EVbRdOmCPUo8iSRCHYh0A/wHjWKb7f+he7iGcb5g0dA1VFRZouVjEJDqYhbREpuMcmlgm5KbjH5xSbcVHLcnOW4q+S4OytwU8lRp0XA/iSmhwg8PKEDpz5cihkY/sijGH1CSYqLI/vEPiwJx1CVFNK28AxtC8+gk6qJV4cTr49AXXAKmcVIutKXo/LmUCrYyiQCLk4yXFVyXJ3k4m0nOa4qGR5qBR7OCjydFbg7y/FUK+yPuankSEtjHkr0nVg4fRMuxVmsmtAM39DmFJ89y+XVVgQXF36dO5Iio4XCElHkLjKakQgCcqmAXCqpUFzu6mNi0TiFtD8Gs4XRecWk5l0VwMuu0wtKMJitnM2/epJ86daz5FehWfgaMrkv9Sw2GzRNzuCKix/3pzXFwzuKsV2ttDu5kb0RQZzevpmcoBiatIjEpzTb2EuttL/e1ENiJJT3NSKrzVYWxSFGc5jMVjROMpSy6mcX+IaGiaLt5QQiuvaoso2qdWvcx40j75dfSP/P2zRb+VuDHPbmNHE/I/cPqPMyNpsNfelJLU25mQgy3zLRtnanbZnLVt29G1KXGrSkrv8HF7dB/N/w2xQx51hxNbZIIpUS1KoNCYf2k3jquF20bUjMTNweMRoh0jVLfOAfnGcLDtH2hiM4O+NqE5AZjOhj9+B+z6g6LWe12jgbl4QnsCPDSIk2gTBlGlakvD7rcVzdvSov5OIPbsGQnwSpR8UKfXWh9Gwevo48WwcOHDQOkydPtotCIIpGVWXIhoaGsnXr1gqPzZgxo8L9a+MSqlpPXulJrqr6unYsAKNGjarQRiaT8dlnn/HZZ58BYpxAVFQU48aNq/L1jR49GovFUuVzIObdltG0aVN+++23atvee++93Htv1dNbmzRpwoZSd1UZ5V9raGhole+Hp6cnf/zxR7V9AkgkEl5++WVefvnlattkZWVRUlJSwX1bE08//TStW7fmypUr9vzba8dX1Ziv/cxef/11Xn/9dfv9JUuWVOpr/vz5dRoT1L4N1WVMddlWAwICWLdunf1+cnIymZmZFdyxLi4ufPrpp3z66adVjvXnn3+u/QXVkbrkNjs5OfHFF19UivkoT9OmTSu8rms5ffo0x44d49dff23QOB04qAtt+gaSEp9LwhEtqb9LWPrcz6xMW843J7/hQPoBxqwZw0OtH+LR6EcrxAkJCgWeEyfiNnIkWV99Te4PP6Dfs5dL947GbdQofGY9hby0GGHhxk1Y8vKQBQQQ1K2HXbS9Xpw7dcJr+nSyv/6atLmvoAhthra0CJlvaO1OrsItW8BiwalVKxTBYg5pk4iWJJ46TvLZ0zWKtvq8XP7+cj4AHYaOoHnH6l1cgkSC34svcGXC/eT/vgqP++9H1bq1/fmsBQuxFhXh1Lo1LnfeaX+83eBhHFj9G2nn40iJO0tg5M2NW1O1a0fBX39RfPx4peesRiPW0uJF0pudadsAp612/idgMuHcvRvqKgTo6yHptJj766UrxpSSgqpcQc6aMCYn2yvDe17zf+p6UJWJtoXXJ9oeXrea9ITzKJ3VDJr6GIIgoCoX1aNsYAHPMtx8/WjWPoZLRw9xYssG+j44pcp2MqnEHosAdY/iyM7qROb+rTTXZ2IypXKsWI/a3YOevTqLU8Sj/GFUX6xWC0mnT3Iudifn98dCkZ6OBcfpWHB1ux867f+YHtkKV5Uo0Krk0mpnFdQVJ7WG5jFdOL9/D2d2bcM3tDnG0sJpTi1aEOrT8PiYMiL8qhb7TBYr6fklJOcWY9mgQlpSzEPRPmRovNGVOqF1BjO6EjOt4rcBEJhbiJPZwhft7iXXBLnZRbwX0Jc7jCr65uwg3V1Dzrfv8XbYZPQKMS5EIoCnWomXzMpDKcngrmaH0Ys339hYGulgw2ipeiagt0ZBgJuKADcnmriL1/6ltxV+Yh2BzNKTdGWUmCzk6MU4imy9kbyB42j251qIi2PJCx8T27YfgiAQ5e9CqyautG7iRpCHqsbPsuzkkLweTluDXo/ZJNZmULtX4bTV1u60Lds3uAweXHNDQYCRX8LCnpAVD+vnwMiK0WshraNJOLSfpNMn6DJyjDgWX/H32arTYdHpkGrKbW9WCxTngl5rvxSmJ5NyTjwO87l0hSJvBc4h/9w8W3CItjccv+bhjOwxkOyFX6GPja1VtLXZbKw/lc4nm88z4HACdwMlzi680SoDEkAS0rVqwbaMoE6iaJt8sB6ibanT1lGEzIEDB/+jXLlyhY0bN9K3b18MBgOff/45ly5d4v77G2cK4D8Nk8lEdnY2c+fOpVu3bnSsY9Vrf39/Fi1aRGJiYo1Fy/6tbN26FZ1OR9u2bUlLS+P5558nNDS0gnv630haWhpLly7Fzc3tVg/Fwb8YQRAYOKkV+drDZCXp2PzVOR5+bip3Nb+L9w6+x/ak7Sw+tZi1F9fyfOfnuaPpHRUOcKVubvg9/xweE8aj/fhjCtatJ3/VKgrWr8drysN4TplK7i/LAXAfMxpVuBgZlp5wvlHG7/PUkxji4tDt2EHSE0+Q0Ux0K5ZVGK+Jwg1ikReXIUPsjwVFtRFF23OnaT/kriqXs1mtrP9iHsUF+fiEhNLn/qrz08vj3KEDrsOHU/DXX2S8+y5Nf/gBQRAwJiWRu1x8f3xnP1shXkHt7kFUr/6c2raRw2tX3QLRVhQfS46fqJR3WeayRSpFUpML7AZQJp6Ys7KwGY21uj2LT5+m4C9xarbv7NnXLbZdS9Lpk4Ao2hqTk+u8XM73S8FqRd2zJ06RdS98VxtOpZ9Hia7hM6xyUlPY88uPAPSdOBWNp3ic7NS6NYJcjs1kum7RFqDd4KFcOnqIU9s303Pcg8jq4dytDWWEOD7D+fOc37sbgIiuPeyZnmVIJFKatm1P07btGTj1MS4fO8zZ2B1cPHwAs9FAVK9+DOhTe9GohtCq9wDO79/Dudgd9HlgMoZ48WSWskXEDemvDLlUQrCnM8Gezpx30WAuKWZm1wCcrinKWpClZdGT87ACzbLyUA8fwaJXp1NQYiZLZ0BbaEBb2IqiXYEIR1djcBJ4++hXLOj2CPGosdogS2cgPO0U+tKZzMedQsgvrlz891qydEaydEZOpuRXes6/JJexwKkTZ/j2010UlpjJ0RvRGcyV2t4VPpiZJ1bResPPfGxpSoFSzaYzV92lLk4yogJcad3ElVYBopAb7qtBIZNg0emxlp78kNXDaasrzbN10rhU2KbL3PS1OW1NKSmUnD4NEgkuAwbU3qHaC+79Gr6/G47+AGH9oc1o+9PBbcSM8uRzp7GYTUhlcqTOTkg0zlh1RZiXP4VUlgH6LCjKgqJssFUU0+OzmwBh+Np0FJ1QkaxWE6FwpXH3pjcXh2h7E9D07GkXbWvLnfp4UzyfbhXPXI21iFk4Dw9tT6BMtJ0TPrDmzoI6w+lV9cu1zSx12jpEWwcOHPyPIpFIWLJkCbNnz8Zms9GmTRs2b95MVNT/ZnHG2NhY+vfvT4sWLWp0CVfFqFGjbsygqmHXrl0MHTq02ud1uvpNAb0eTCYTL730EhcvXsTFxYUePXqwbNmyOuUQ/5MZNGjQrR6Cg/8R5Eopwx6L5rf/HiI7Rc+mRacZ+lg0nw34jB1JO3j3wLuk6FKYvWM23QK68VLXl2jmVjEXVBEcTOC8eXhOnEjG+x9QfOQIWV8uIHf5L2L2qVSK+5gx2NxcEQQJupxsdLk5FfL+GoIgldLkww+4PO4+8pOTMPipkUileAXXfILLkpeHft8+AFzuuOpkCmwpOmBTzp6qtjDP4XWruXLiKDK5grueer7OQpPvs89QuHkzxYcOU7hhI653DkH7yadgMqHu2RN198qupZi7RnJq20YuHNhHXkY67n4NqILeQJxatkRQKLDk5WFKSkIRcjWvtUy0lXp41Cn7tzGRenjYhUOzVos8MLDG9tqPxCJErsOHV3A4NwZFBflkJV4GwLPUaVsbFp2eklMnyVsp5oR6VlM0taGoXMSicQ112tqsVjZ+9Slmk5Gm0R1o0+/q90OiVKLq0IGiAwdwalv/omvX0qxDJ1y8fCjM1hK/P5ZWvftf9zrLKBOVSxKvcOGgWJgrslvNGZwyuZzwzt0I79wNY3ER6QkXaHIDT5Y06xCDk8YFfW4OiadOICkVbZ1aNJ6IXxsStRq0WrtzvjxH//4Tq8WCV2ExHjIlTV54HpmrE76uEO5bzpnZazqbP87l+L5dZLrAZ7s/p8mCBRQ1DUNbaMDw9ma2FYv/2ebPGI6Lp5c90kFeRbxDfrGJ1NI847T80uu8YlJL72flemMDnM16LialUyy9OgtEJhHwVCvwVCvw1iiRtR1NrvYoHmmX+aJ4PwljZnI2rZDTafnEp+soLDFz4FIOBy7l2NchlwpE+LrQU1bAvYDRyZln/4qn2GSh2GSlxGgpvW2h2GjBYBavjRYrbio54aZUOgP5goq5f5wU3cZqBQH5EoKBovQMMgtK0DjJsNnAhmgyFK9Bt06cDSjv0JF8pQabzgCAWiFDpagmNqJZH+gzG3Z+AH/OgsAYe+E078BgVC4aigt1pP30PEGWOEg9hlzqjAE5poN/ogwwVF6nygPUPqD2IS5dDljwThNzli16K7qdu3AZ0Hjf2ZuNQ7S9Cajat0fi7IwlN5eSM2dRtan6R/hUSj5fbBenSj3WL4wB6U4YEkHt6QZxO8RG4bUcGAWW5tomHxK/SXU5Q6s9J177/m+KEw4cOHAQHBxMbGzsrR7GbUN1cRa3I506deLYsWO3ehgADBkyhCHlnHAOHDhofFw8nRj2WDSr5h3h8sls9q1KoMfocPoG96VrQFcWn1rMtye/ZV/aPu5dcy/jI8fzcJuH8XWumMOpat+epst+pHDjJjI/+ghTYqK4/gH97XEJnoFBZCcnkp5wnvBO1+9gk7q4EPTFFyQ//BAArjIF0lqyCwu3bgOzGWVkJMpyhakCIlogkcrQ5eaQn5GO+zXuqoxLCez66XsA+k2ahldQ3QtPyQMC8JoyhawvvyTzgw+Q+/tddYA++0yVy3gHNyW0XUcuHz/C0fVr6D+5cnXwG4WgUOAUFUXx8eMUHz9eUbQtzWuUebjftPHYxyWRIPP3x5SUhCk9vUbRVrc7Fv2evQhyOT6znmr0sSSfEV22Hm4eKC0JmJIrirZWoxHDuXMUnzxJyclTFJ86iTHhong8CShbtEDds+pMzoZSlmlb0sBM2+Ob1pNy7jRypRODH5lZ6cRFwDvvUHLiOJq+1RRHqgcSiZTogUOI/fVHjm9c16iirczfH4lGQ6ZgxVBUhNrDkyYt635crlA5E9KmblEXDUUqkxPZvTfHN63j7M6thJ8XZyAoI26s07Y8ErWYf2q5RrQ1FhdxYvN6AEK1efg8/Swyb+9q19Pzkcc5d/wwhcDlrHxsEycSOP9jWvXowcGTByHAHSeVM+0jQ2p1u5eJrm0Cq55pZLXaWPT0WgrSU3m3jwdBbTviqVbgpVbiqpJVWn9R5FtcefAhvHesp9PMKah6ip+ryWLlQqaOM6kFnE4t4ExaPqdTCygsMXMmrQCnjDjuBVIUrvxxLLXGMZeRpTPiXShmvqablazZl2h/LkCXxXdAcVoGXd7ZUu06Ptj1G22AT42BrPnP5grPKWUS3J3leJRmJovXCjyc5Xg6jWOUxya8c4+hX/YQhrAhuGSfQJZ2lGA8iceHpP2bCfIRxyRTqzHkgzlwCIwcDhpfu0iLsydIRaE9PzOdtL+nia8hV4egUGAzGslbudIh2jqoGUEux7lbN3Rbt6KPja1StDWarcxecRyL1cZd0QHMubMll74WLfZSczoYdeJG6V/LDjkgGiRy0GdCXiJ41DI9tSgHdKW2e5/Ihrw8Bw4cOHDg4JahUqkqZMY6cODg349fM1cGTGzJpkVnOLopEY8ANVE9AnCSOfFY+8cY3nw47x54l10pu/jx7I/8EvcLI8NHMqXNFIJdgu3rEQQB1yF34NK/H7nLl6OLjcXn6aftz/uHtyA7OZGMhPhGEW0BlM2bYR0+DA7tQZOWQd7y5XhMmFBt+8LSXHOXIXdUeFyudMI/LILU+LMknztdQbQ1lZSw9tMPsFrMhHfuRvSg6mcjVIfXtKnkrVyJKSWFxGlikUHXu+6qNC25PDF3jeLy8SOc3LaJrvfeh7PrzYtMcWoXXSransBtxAj742a70/b6nNINRe7nZxdtq8NmtZJZ6rL1uH8CiqCgRh9HUqloG9gsHHYewnjxInkrf6f4lCjSlsTFganyVHBZQACqNm3wmj690eMarjpt6x+PUKDNZOdPSwDoNWESbqW5l+VRBAWiCKrZ3Vwf2gy4g70rfyY1/izaK5fwadqs9oXqgCAIKMPDScsWxbYWXXtWika4HWjVpz/HN63j/IE9BKWnI+Mmi7alWabXOm1Pbd+MsbgYdYmRkKbN8LjvvhrXo9K40G30eHb8+B3nQ/wJOHGBpMcex330aPLMYr6rb/PwRtneJRKBgObhFKSnEmDOoVNozfsh506drsbTvPUWId8tQqJWI5dKiApwJSrAldExYlubzUZybrEo3q68BHvBJTiQuXdFoVJIcZJJUSmkqORSnORXb6vkUmRSgbwiE6fWa0naCC1CA3iyRzg5RWLObkGuGjaDymJEbS5BL6tcjNijpIBW2ZcB2BPQttLzBrOVjAIDGQVVOGOBxTzMeuWLuGadQJ11wv54kFpGfKEPx0uak+A/gXyPaCITNxCYupmzljZYnAdis9qgEGwFYCPPbjRJ2/U3AF6FxchlCrKefwOvN5+ncNs2/thyghIXd4wWK0azFaPFislsw2ixYLLYMJqtGMxWhrT2o19k4xRbbCwcou1NQt2rpyja7t6N9/9VPvO8cEcC59IL8XCW88bdoqhrKS02I8svjS8IGwi1TeuRq8C/LaQeEXNtaxNty/JsXYOgiiqMDhw4cODAgQMHDhzcbrTo7E9uWhGH1l1m+7JzuPmqaBLuDkCwazBfDPyCval7+erEVxzJPMJv8b/x+/nfGdpsKFPbTCXC46rYUFaszHPixAp9+Ie14PT2zaRduP5iZOXJs4l5hq7FBtLffgdFWBjqLl0qtbMUFqLbI06Xdq3CxR8U1VoUbc+eok2/q7Pxtn3/NbmpyWg8vbjj/55skPggcXbG99lnSH1+DladDurgAG0a3UGsln45gb2//czAKY/Wu9+GomrXjlx+oPjEiQqPW3LzgJtfhKwMWYAoptdUjKzgr78wnD2LRKPB69Eb856V5dkGt+sILMeUmkraNYVIpe7uOLVti6ptm9LrtjU6Fq+XhjptbTYbm775HFNJMU0iW9Ghmkznxkbj4Ul4p27E74/l+Kb1DJr2eKOtWxbWnAxzHgAtut+ele4DIlri7hdAXkYaGa5qmjppkN7ELPsyp61Vd1W0tVotHFolFkENzconYOE8BGntgnf7O0dwdMNaCrQZpPXuRvCOveT9+isFgeL27tOs9gKRdcWvWRhxe3ZWKkZWHb7PzaZw61aKjx/nwp134jPzCdxH34twzawMQRDseb/arTaygPDWYfTuXXtOOkATdxXpEgNJQLvIpvS+o6KBL26JBqtOx+HHOmANDkFAQBDEidwCAgUrfkX7tw2ntm05MP/+0ucEbDYbeqOFXL2RvCITecVGcotM5BUZydWbyC0yireLfJiX/wL3Ff5AgsWPw+ZmHLeGkSTzYDy/UaCz8eHFVpglAvfnSHgI2LvvLJ8a9lf7mh5I2oInEJCn46uIIaw5IWGeR1Oicq+w+8ul/BZRu9s2yEPlEG3/V9H07EkGUHTsGBadHqlGbX8uPqOQz7aKUwxev7s13holcFW0lWYfFhvWFo1QRlDnUtH2ELQdU3Nbbakg7OvIs3XgwIEDBw4cOHDwz6HL8GbkpulJOKpl/cKTjH2hE67eYjVwQRDoEdiDHoE9OJxxmG9OfkNsSixrL65l7cW1DAgewCPRj9DGu/q8S/8wUdjNuHih2tzYhpB5SYxDC2gfA5u3kfLULJr9tqLS9Hndtm1gMqEID0MZVllECIxqDat/I+Xsaftj8ft2c3LrRhAEhs541u5mbAiuw4eT8+MySk6cwGPcOBTBwTW2FwSBvg9NYcVbL3N80zraD7kLr8Cal2ksVO3EAjYlZ89iNRiQKEuPp0rjEaS3IB4BQO4vOkBN6RlVPm81GNDO/wQAr0ceQXYDxGV9Xi7ZyYkgCIT26EVmx44Yzp3DqVUrnKKj7SKtPDCw0d20NaEqLURW30zbMzu3cvn4EaRyOUMeffKmZhVHDx5K/P5YzuzaRp8HJqNQOde+UB3IdtNglkpRSaQEtrg9IwsFQSCqdz/2/vYzqR4utAi6ubOc7KJtOafthb2xFObnITdbaDP4TlR1zC+WyeX0vn8Saz95n3PFBbScNhX9t4socBJzv30byUUN4Bsq7rszLyfUqb3cz4+gzz4l/bXXMSUnk/7aa+QsXYrvs8+i6d+vyu9omZO/rPhhXSkrRFZVZrvMxwejToclKwt1WGUhuGizGIfgcsdgJJKrYxIEAY1ShkYpI7jWCQ5dgKeIAgaZLOQWGckqNLDtjS1QkMvs9kryPZvhRTM4B83RE+nnYk8AFQTBXmDMuTgbz0u5CDYbJoUXV3oPpZ1EwrmO/Yja8j2j0o6QN2IcCrkURWlGsUImXitlV+93aXZrZmXUhEO0vUkomjZFHhyMKSmJogMH7JkaFquN5347gcliY1CUL3e3awKIuULWIrEQmbTwLCgEsbpeXQjqBAe+gpQ6FCMrc9o6ipA5cODAgQMHDhw4+AchSAQGTm5FQfYRtImFrP3yBKOfi0GhqniIE+MXQ4xfDGeyz/DtyW/ZfGUzW5O2sjVpK90CujE9ejqd/DpVOhj2aRqKVCajRFdYZW5sQygqyEeXkw2CQMs3/0Na6iOUnDlD0swnCF32IxLnqyJQwYaNALjeUXVWdmBkKxAE8jLS0OVkY7Va2Pj1ZwB0GTnmunMuBYmEoM8+pXDDRtzHja3TMiFt2hHWqSsJh/az88fvuGfOa9c1hroiDwxE6umJJScHw9mzqNq3B8CSJ8YjyDxvzYG4zF8UUczpaVU+n7vsJ0ypqcj8/PCc+NANGUNZNIJPSCjO7h6E/rSsUU9CNBQnjXhCQZ+Xw/5Vv+Lm64e7XwBu/gE4qTVVjk+fl8v2778BoMfYB/Bs0vhREjUR0qYdHgGB5KalcHb3DtoNrn/0SFUk6sVYxIBiU71F6JK4ODI/+BD3MaNxvfPORhlPdUT1EkVbrYsKa7NaZvQ2MhK1uG8sL9ru//5bAEKLTAQ8XXXednVEdu/N4bV/kH4hnjg3J7oN4k4HAACX70lEQVTMn49u6QKwmBst+gLAt5koeOalp2EoKkLpXLvQr+nZk+br1pK3fDlZX3yJMSGB5Mcfx7lTJ3yffw5VdMV9e9n+RVbP3yhdrnhSS+PhVek5ma8vxkuXMGdmVnrOkp+Pfr/oeHVppGK0TnIpAW4qAtxUJLfvwJmdW2ktZNL7zqHo1Fkk/fEV0UojG57uU+Xy29/7D4cBL10Jg75awPBIsUieRdeB871/xSsnjU+jZTh37Ngo472Z3NwSmv/jlIW368sVu/lu9yWOJ+XhopTxn1Ft7T9OZVN5EAQkchs06QDqOk5PCSotRpZ2HMxVZ4jYySx12jpEWwcOHDhw4MCBAwf/MORKKcMea4uzm4KcVD0bvzuN1Vp1IcVWXq2Y128ef4z8g7vD7kYqSNmXto8pG6bw0PqH2JG0A6vNam8vlcntB+/pCY0TkVDmsvXwD8DJ05Ogzz9D6umJ4exZUl9+2Z7NZ9Hp0e/aBVTOsy1D6azGt6koCCSdOcm6zz7CoNfjH96CHmMfaJTxykvFRIlT5UzD6ujzwMNIpFIuHjnIlZPHGmUctSEIgt1tW3z8uP1xc05ppq37rYlHkJeKtlU5bS35+WR99RUAPk/MRKJS3ZAxJJ0WIyOCW18Vem61YAug8fBAKpdjMZnYvXwpaz/9gGUvP8OXUyfwxZTx/PDCU/z58X/Z+dMSTmz5m8RTx9n0zReU6HX4NQ+n0/B7bvqYBUEgepAojB7ftK5RiraajUYul7owfZPTsRpqOX4vh9VgIOWZZ9Hv3k3K08+Qt/L36x5PTXgEBOIpSEEQSJbe3IK10msybZP27CYzPweJ1UbnSVPrHdUgCAJ9H5wCwMktG8n29cRkMSOVyfAMbLyTASoXV1y8fADQXqlbRAKApDS2J2zTRrweeQRBqaTo0CEuj7uP5Kefxph4tXCYKa1hTlt9qWirrsZpC2DWais9p9u+XSyQGRFRoUBmYxHSRtyXJ50S9132GQsZVc9YsBQUEL9f1Ngi2sfgVCrYAkg1avvJjLzfVjb6WG8GDtH2JqLpJebT6HfvBuBSlp4PN4pO17nDo/B3u/pnyB6NoJKK9u+6RiMAeDQDZy+wGCH9ZM1ttefEa9/bcxqGAwcOHDhw4MCBAwc1ofFwYthj0UjlEq6czGbvqpqnoTZ3b87bvd5m7b1ruS/yPhQSBce1x5m5dSYj/xjJsrPL0Bl1gFiMDCA94XyjjLUs19CndMqsvEkTgj79BGQyCtf/TfbXootQv3MHNqMRRdOmKFu0qHZ9gVFiYbBt339DyrnTKFQq7nriOaSyWzeh0rNJEO0GDwNgxw+LsFotN6VfVTtRlCw+fjXX1lJWiOwWO21NVThts7/5Bmt+PorwMNxGjbphY7Dn2ba+Pud1Y6NQOTP2lXfoMfYBWvUZQJPIVnbxyFCkJ/NSAvH7dnNw9W9s+vpzVrz1MgmH9iGRSrnj/55EUofs0htB636DkMrlaK9cIr0R8q4vnziKsaQYJ7MFD10xxot1F/ayvlyAMSEBZDKw2Uh7+WVyf/n1usdUHTabjSZZoiv4YlrSDeunKq7GI4j75r0LPgUgWKbE/77xDVpnUFQbwjt3x2az8veXHwPgGRSCVCZvhBFfpcxtW3bSrj5IXV3xffYZwv5eL+4nBIHC9X+TcNdw0t95B3Nu7tV4BP+6i7Y2mw1daXyMpor9o8xXzHWtymlbsHETAC6DB9f35dSJ4NZiYbP0hPMYivT2/ag1P98+G7088W//h0K5FMFmo/3sOZWedx8zWhz3339j0ekrPX+74xBtbyLOXbuCVIrxyhVKEpOYs/IEBrOVXuHejOtUMe/JLtrKxAqG9RJtBQECS922yQerb1eUA7rSsxU+kdW3c+DAgYObSL9+/Zg1a5b9fmhoKPPnz69xGUEQ+OOPP66778Zaj4P6YTQaCQ8PZ09pwZ2GMnnyZEY14oGvY3u4sbzwwgs88cQTt3oYDv4l+IW6MnCSaEI4timRM7GptS4TqAlkbre5bBizgYfbPIxaruZywWX+e+C/DFwxkHf2v4M0QHRoNppoW3rQ7ht6NSPQuVMn/OfOBUA7fz6F27bZoxFchgyp0RUZFCVmOBYXiELKwKmPN0qMw/XSfcwElGo12iuXOL1jy03p0+60PVGFaHvLMm1FscGSlY3NaLQ/bkpLI2fpDwD4PvNspSJDjYUuJ5vctBQEQUJQVOsb0sf1EBgZRfcxExg64xkmvPk+jy5cypNLf2PSB58z8rlX6DdxGu2HDKdZ+xg8AgJRqFT0njCpwvfnZqPSuBDZvTcAh9b+cd3ri98nGrqCFM4IgOHChTotV3z6NNnfivEAgfM+wuMhMV4j/bXXyFm27LrHVRXmTC3+aVoEmw1tWoqYlXyTKJ9pm7p6NckGUXzrPmPWdTnHe98/GYlUSnFhAdC4ebZlBESIs5rPH9jb4HXIAwJo8t93abbqd9S9eoHJRO7SH0gYNBhbcTFw9SRRXSguLMBqEYtiqquYiVCd09aq19tNiNXNArleXL19cfcLwGazknz2NFIXF/vnf+2shaKDB+3foZCwSJw9K0c9qDp2RNGsGbaiIgr/Xn9DxnwjcYi2NxGpi4s9X2nbj39y4FIOKrmUd+9tW2lHYxdtFWZwcoPAmPp1FtRZvE6uIde2LM/WNQiULvVbvwMHDhxcw4gRI7izmiytXbt2IQgCJ66p6lwXDh48yPTp0693eBV4/fXXaV+6Py5PWloaQ4c2Tj5ZbRQXF+Pp6Ym3tzeGekyF+zeycOFCmjVrRo8ePa5rPZ988glLlixpnEFxc7eH2wWTycScOXNo27YtarWaJk2aMHHiRFJTKwpgOTk5PPDAA7i6uuLu7s7UqVPR6XQV2pw4cYLevXvj5OREcHAw77//foXnZ8+ezffff8/FeriKHDioiYhOfnS+KxSAHT/FkXo+t07Leau8eSbmGbaM3cLLXV+mmVszisxF/HzuZ+YmiNttWkI8JpOxljXVTpnT1u8a0clj/H24j78PbDZSZz+HbscOoPaD4qCWV4W4qF79aNW7jjUwbjAqF1e63Su632KX/4CxpPiG9+nUti0IAqbkZMzZYoEdc+n03xtR4KsuSD09EeRysNkwZV4VP7SffobNaMS5Uyc0/fvdsP7LohF8mzXHSa25Yf00JnKlE94hoYR36krMXaMYOOVR7n3xDabM/4onlqyg04h7b/UQiblrFAgC8Xt3XZfb1mw0knBoHwDNgkWx0BBf+wkim9FI2ksvg8WCy9A7cb3jDvxeehHPhx8GIOOt/5DdiP+HyjDEx6OwWPETtT7O7NrW6H1UR5loZ87K5sCiBdgEAX9XDwJ7VZ1xWlc8mwQSPejqf73GzLMto1Wf/ggSCclnT5GVePm61uXUsiUh335D8KJvUUZF2eMipB4e9YqxKYtGULm6VekslvmWirbXOG11u3ZjMxiQh4TUOAvkegkuzWRPOi3G3djzwTPS7W2sBgOpr75Gmru4b2s9bESV6xIEAffR4n7jnxiR4BBtbzJlubbpW8Q/YnPujCTYs3IYtV20VVqgeX+Q1vPsa1AdnLba0jxbX0eerQMHDq6fqVOnsmnTJpKTkys9t3jxYjp16kR0dP2n5vn4+OBch9D+xsDf3x9lacXpG83KlStp3bo1LVu2vOVuTpvNhtlsvmV9f/7550ydOvW61+Xm5oa7u/v1D6qUm7k93C4UFRVx5MgRXnnlFY4cOcLvv/9OXFwcd999d4V2DzzwAKdPn2bTpk389ddf7Ny5s8LJlYKCAu644w6aNm3K4cOH+eCDD3j99df5+uuv7W28vb0ZMmQICxYsuGmvz8G/n853NSOsoy9Wi431C0+Rr627WKiWqxnfcjyrR67mq8Ff0S+oH4UaMyapFavJxISlI/n+9PcUGAsaNDZjSTG56eIJEN9mYZWe93/pJVSdYrDq9dhKSpAHBeHUqlWN63R2c6fd4KGEtG3PwKmPNWhcN4r2Q4bj7heAPi+Xg2tu/IGyVKNBUVrlvPj4CWw2m71OyK2KRxAEoZLYUBIXT37p777vc7NvaL5s4m0ajfBPxze0uf0EyY5l3zU42/by8SMYi4vReHkT2LY9UDenbda332KIi0Pq7m536QuCgO/zz+FV+luc+d/37E7cxsJwXhSUm/uIbv6zu7djs1prWqTRkJSedMg/dJArClHG6jb10UZZd/cxE1CoxGMNv+bhjbLO8rh4ehPeuRsAxzY1jtNT07MnzVb+RpP330MZEWEXJevK1SJkVe8bq3PaFm4qi0YYdEP3XSGl+6yyfZjcrzTXtpzTNvurr8hOS0HvpEAqlxPWqWu163MbORKkUoqPHcOQUP+YiluJQ7S9yah79gSgTUY8XYJdmdg9tMp2V522tvpFI5QR2BEQIO8K6CrnkABXnbaOImQOHDhoBIYPH46Pj08lp6NOp2PFihVMnTqV7OxsJkyYQGBgIM7OzrRt25aff/65xvVeG49w/vx5+vTpg5OTE61atWJT6Z+H8syZM4cWLVrg7OxM8+bNeeWVVzCZTAAsWbKEN954g+PHjyMIAoIg2Md87XT4kydPMmDAAFQqFV5eXkyfPr2Cm7BsOv6HH35IQEAAXl5ezJgxw95XTSxatIgHH3yQBx98kEWLFlV6/vTp0wwfPhxXV1dcXFzo3bs3CeX+ZHz33Xe0bt0apVJJQEAAM2fOBODy5csIgsCxY8fsbfPy8hAEge3btwOwfft2BEFg/fr1xMTEoFQq2b17NwkJCYwcORI/Pz80Gg2dO3dm8+bNFcZlMBiYM2cOwcHBKJVKwsPDWbRoETabjfDwcD788MMK7Y8dO4YgCFyo5iDk8OHDJCQkcNddd9kfK3sNv/76K71790alUtG5c2fi4+M5ePAgnTp1QqPRMHToULTl/kxeG4/Qr18/nnzySZ5//nk8PT3x9/fn9ddfr/FzKU/57aGhYzp48CCDBw/G29sbNzc3+vbty5EjRyr0c+7cOXr16mXfpjdv3lxpW0xKSmLcuHG4u7vj6enJyJEjuXz5sv357du306VLF9RqNe7u7vTs2ZMrV67U+bWW4ebmxqZNmxg3bhyRkZF069aNzz//nMOHD5NYWvTi7Nmz/P3333z77bd07dqVXr168dlnn7F8+XK7I3fZsmUYjUb7djp+/HiefPJJ5s2bV6G/ESNGsHz58nqP04GD6hAkAgMnR+ET4kKJ3sTvHx7m8oms+q1DEOjRpAefDfyMv0avRd5EPKi1pOXy4aEPGbRiEG/ufZN9afs4oT3B2eyzXMi9wJWCK6TqUtEWackryUNv0mO0GO3FzbSXL4HNhsbTC2c398r9KhQEffIJsgBREHEZckedDooHTZvB2Ln/QemsrtfrvNHI5HL6PCA6/w79uYrC7Pp9Dg2hfDEya2EhlJ6QlDbiCb36Yi9GVlosKHPeR2Cz4TJkiH285cm8fJEvpoxn78qa/x/VheQzpaJtq7bXvS4HFel530NI5XKSz5zi4pEDDVpH3F6x2GBkt544RUQAtYu2JfHxZC1YCIDf3LnIvK5OBxcEAZ+nZ+E9YwYAmR9+RFYjnhg1xIuu4mZtolGonCnM0pJ87nSjrb8mypy2yZ6umKUSPNw9ad71+mZoleHs6sa9L77BoGmPE9jyxsSItL9D/J97ZudWjMWVc1kbgiCR4Hb33TT/cw2+s2fXa1ldrjgboTrRVl5Fpq3VaBSLkAGuNyjPtoyyE03ayxcpLiyodPLLcP48Wd98S2qpy7Z5h8524b0qZD4+aPr2Bf55bluHaHuTWWtwo0DujMZcwttREiSSqv+IWbRiWL1UaYXwgfXvyMntak5tdREJmaVOW4do68DBbY/NZsNaVHTTL/VxDshkMiZOnMiSJUsqLLdixQosFgsTJkygpKSEmJgY1q5dy6lTp5g+fToPPfQQBw7U7c+u1Wrl3nvvRaFQsH//fhYuXMicOZUD511cXFiyZAlnzpzhk08+4ZtvvuHjj8UCA/fddx/PPvssrVu3Ji0tjbS0NO67775K69Dr9QwZMgQPDw8OHjzIihUr2Lx5s10cLWPbtm0kJCSwbds2vv/+e5YsWVLrFP2EhAT27t3LuHHjGDduHLt27aogsKWkpNCnTx+USiVbt27l8OHDTJkyxe6GXbBgATNmzGD69OmcPHmSNWvWEB5ef2fACy+8wH//+1/Onj1LdHQ0Op2OYcOGsWXLFo4ePcqdd97JiBEj7GIdwMSJE/n555/59NNPOXv2LF999RUajQZBEJgyZQqLFy+u0MfixYvp06dPtePbtWsXLVq0wMWlckzPa6+9xty5czly5AgymYz777+f559/nk8++YRdu3Zx4cIFXn311Rpf4/fff49arWb//v28//77vPnmm1UK/XWlvmMqLCxk0qRJ7N69m3379hEREcGwYcMoLCwEwGKxMGrUKJydndm/fz9ff/01L7/8coU+TSYTQ4YMwcXFhV27dhEbG4tGo+HOO+/EaDRiNpsZNWoUffv25cSJE+zdu5fp06fbxZ5du3ah0WhqvCyrIf8uPz9fnFpWKnrs3bsXd3d3OnXqZG8zaNAgJBIJ+/fvt7fp06cPCoXC3mbIkCHExcWRm3t1ynqXLl1ITk6uIED/m3n33Xfp3LkzLi4u+Pr6MmrUKOLi4m71sP51yBVShj0WjYe/M0X5RtZ+eYIt35/BUFT7CbVrCXYJplP7AQDc6dSTCI8Iis3FrIhfwSMbH+GBdQ8w7q9x3LPmHoavGs6QlUMYsGIAvX/pTbefuhHzYwztlrajw9IOvPz7UwBkaIp4fc/rfHHsC36N+5XtSds5nX0abZEWwcOdpou/w+uxR/Fu5GigW0F4l+4EtmyN2Whg9/KlN7w/VXRZru1xe56t4Oxcr2nDjY1dbEhPQ79vP/odO0Emw/fpWVW2P7z2D0r0Og6s/o1iXWGD+y3I0pKXkYYgkdwwIep/GVdvHzoOGwnAzmVLsFrqV3DPZDSQcFj8/9uiW2+ULUTR1pSUVGWxJQCb2Uzay3PBZEIzYACudw2r1EYQBHyemInPLHF/o/3kU7SfftpgN3B5ykRb58iWtOgmFlk/s/PmRCRI1GqswGUfNwA6jbu/UZ2egZFRtBs87Ia5R4NbR+PRJAhTSTFndm2/IX3UB31pETK1R+UMWLjqtLUWFdmLdxXt3YtVr0fm64tTA2ZP1ge1uwdeQSEAJJ05idy/zGmbjs1qJe2VV7GZTGQEeAMQ2aN3ressK0iWv3o1tjoYbG4Xbl1Z0f9BMgtKeGtdHI/7RtA35Tjup47AgJ5VtrUkiX/gpZ4+4NqkYR0GdQLtOUg5BC0r79DRnhOvfaMatn4HDhzcNGzFxcR1rGe2dSMQeeQwQj2iCaZMmcIHH3zAjh076NevHyCKdqNHj8bNzQ03NzdmlzsT/MQTT7BhwwZ+/fVXunTpUuv6N2/ezLlz59iwYQNNmoj7xnfeeadS7ujc0qliIDp1Z8+ezfLly3n++edRqVRoNBpkMhn+NQT2//TTT5SUlLB06VLUpWf3P//8c0aMGMF7772HX+k0HQ8PDz7//HOkUiktW7bkrrvuYsuWLTzyyCPVrvu7775j6NCheJRm7A0ZMoTFixfbXaBffPEFbm5uLF++HLlczJlqUS436j//+Q/PPvssTz31lP2xzp071/r+Xcubb77J4HJnyj09PWlXzvXz1ltvsWrVKtasWcPMmTOJj4/n119/ZdOmTQwaJM4Cad78ai7j5MmTefXVVzlw4ABdunTBZDLx008/VXLflufKlSv2z/JaZs+ezZAhQwB46qmnmDBhAlu2bKFn6ayVqVOn1iqQR0dH89prrwEQERHB559/zpYtWyq87vpQ3zENGDCgwvJff/017u7u7Nixg+HDh7Np0yYSEhLYvn27fXt8++23K4zvl19+wWq18u2339oPJhYvXoy7uzvbt2+nU6dO5OfnM3z4cMLCxCnXUVFXf9s7depUwXldFWXb87WUlJQwZ84cJkyYgKurKwDp6en4ljowypDJZHh6epJeWsE4PT2dZs0q5sKV9ZGenm7f9ss++ytXrhAaGlrjGP8N7NixgxkzZtC5c2fMZjMvvfQSd9xxB2fOnLHvZxw0DhoPJeNe6sz+NRc5tiWJc3vTSTqbS/+HWtK0ddUHqdXhHybuf9XZFlaOWMmhjEMsP7ecuNw4zFYzJosJk/XqxWgxYqOiQGK2mXHKNgFKzivSOHb+XJV9SQQJ3k7e+Ef40/2ilEFNBxHpEXlDp6HeSARBoN9DU1n28jOc2bmVDneOwD8s4ob1p2ov/oaVnDhpz7WtS56tzWolbu8ubDYbLp7eaDy90Hh6ISt34qmh2J22qWkU/L0BAI9xY1FUsc8zlhRzfr9YlNNsMHByywa6jBzToH7L8mz9moejvEkxU/9rdB01lpNbN5KTksSpbZuIHlR1bYequHz8CKaSYly8fQiIEL/jUk9PLDk5GBIuomrbptIyOd8vpeTkSSQuLvi/9lqN+wXvRx9FkMvJ/OBDsr5cgM1kxueZpxu8L7FZLPZp5U4tWtAqKIBT2zYSv283A6b8H3LFjY2Tkvl4k+GmplghR6VxIeo2ye+uK4Ig0H7wULZ9/w3HN66l3eCht3S/bo9HqCY6RqJWi0K5Xo9Zm4lU04yCjaUFMgcNQpDceP9nSJt2ZCcnknjqBD5+ZSe/Msj9+WeKjx2jwNMdvdWCTKmkeYfaj4M0ffog9fHGos2icPv2G+4Wbiwcou1NwmazMfePUxSUmMls0Q5SjqOPjcXnyaqrJlsyRFeTNOQ6BNWgznD0x6pzbYtyQFeaB1LmyHXgwIGD66Rly5b06NGD7777jn79+nHhwgV27drFm2++CYiuwnfeeYdff/2VlJQUjEYjBoOhzpm1Z8+eJTg4uILI171790rtfvnlFz799FMSEhLQ6XSYzWa74FRXzp49S7t27SoIKT179sRqtRIXF2cXoFq3bo1UKrW3CQgI4OTJk9Wu12Kx8P333/PJJ5/YH3vwwQeZPXs2r776KhKJhGPHjtG7d2+7YFuezMxMUlNTGTiwAbMwrqG8UxLEKIvXX3+dtWvXkpaWhtlspri42O60PXbsGFKplL6l04uupUmTJtx111189913dOnShT///BODwcDYsWOrHUNxcTFO1Tigymcgl73fbdu2rfBYZmY1EUBVrAPEz6e2Zeq6vrqMKSMjg7lz57J9+3YyMzOxWCwUFRXZ39O4uDiCg4MrnEC49gTG8ePHuXDhQiU3cklJCQkJCdxxxx1MnjyZIUOGMHjwYAYNGsS4ceMIKJ1irVKpGuTENplMjBs3DpvNdsNyZ1UqFSBm6f4v8Pfff1e4v2TJEnx9fTl8+DB9+lxfMRUHlZEppPQcE0Hz9j5s+f4s+dpi/vrsOK16BtBzTAQKVd0OhcpERu2VS1hMJjr7d6azf80HiBarBZPVJIq6VhMGi4E/T7xKAakM7nwvPZqp0BZp0RZpySzORFukJbskG6vNSmZxJpnFmZzQnuCrE18RqAlkQMgABoYMpL1Pe6QSaY193274h7cgqnd/zu7axo4fFjHutXdvmFihDA9HcHbGqtdTdPgwIBboqY2Df/7Orp+WVHpc5eKKxtMLFy9vNB5eaLxEMdfF0xuPgCa4+dZerV1W6hDLX7sWa34+EmdnvB9/vMq25/fvwWQoQZBIsFmtHN3wFzF3jUIqq/9he5Ijz/aGo3RW0/3e+9j2/TfsWbGMlr36onBS1WnZ+L1ixfsW3XrZvw/K8HCKDhzAcOFCJdHWcOkS2k8/BcDvhTnI/SqePK0Kr6lTEeRyMt55l+xvvsFmMuE75/kGff+MiYnYDAYEJyfkwcEECQIu3j4UZmm5ePggkd171Xud9UERHExKp3aQlUH7O4ffcJH4RtCq70B2/byUrKQrpMSdqVBI8mZTW6YtiG5bo16PWatFERyMbstWAFzuuDliZ3CbaI7+/SdJp47TbdQEAEri4ig6KOpbeX17wMU4wmK6Iq/DbApBJsN91Ciyv/mW/N9WOkRbBxVZezKNjWcykEkExj46BrYtpfjkSSz5+Ujd3Co2tlqx5GQBAtKw+jun7ASVLptyBKwWKP8HryzP1jUIlJWnpDpw4OD2QlCpiDxy+Jb0W1+mTp3KE088wRdffMHixYsJCwuzi3wffPABn3zyCfPnz7dXp581axZG4/VX5C5j7969PPDAA7zxxhsMGTLE7lj96KOPGq2P8lwrrAqCgLWGogwbNmwgJSWlUiSDxWKxO0BVNbzvNT0HICk9811+Glx1GbvXOvtmz57Npk2b+PDDDwkPD0elUjFmzBj751Nb3wDTpk3joYce4uOPP2bx4sXcd999NYry3t7e1Yrc5d/bsgOMax+r6b2+tn1dl6nr+uoypkmTJpGdnc0nn3xC06ZNUSqVdO/evV7bvE6nIyYmpsoIA5/S6WuLFy/mySef5O+//+aXX35h7ty5bNq0iW7durFr165KbvRr+eqrr3jggQfs98sE2ytXrrB169YKJz38/f0rCd9ms5mcnBy7+Ozv709GRkaFNmX3ywvUOaXT88pex/8a+fn5gOhyd3DjCAh3575XurDvjwRObE3mTGwaiWdyGDAxiuCo2t97Vx9fVC6uFBcWoL1yiYCI2g0PUom0grhqMZvQpYnfm5E9HsDNt7K73WK1kFOSQ2ZxJhdyL7A1cSt7UveQokvhhzM/8MOZH/B08qR/cH8Ghgyka0BXFNLrd4LeDHqNn8j5fbEknz3FhUP7iOhc+YRrYyBIpahat6bo4EF028XCz1LPmkXb/Mx09v4m5sf6NY/AUKRDl5OD2WiguLDA/rlXxT1zXqN5x5qP1+SlJ9CsZd/3KVOQeXtX2fbMzi0AdBk5lpNbN6DLzuLCwb1Edq996u+1JJ0RnbYhjjzbG0q7O4Zx5O8/yc9I5/Bff9B9zIRalzEZDSQcEuOEIrtdFTuVERGlou35Cu1tVitpc1/BZjCg7tEDt3vrXnTKc+JEkMnIePMtcpYswWY24/fyS/UWbg3x4piUYWEIpWaFqF79OPDHCs7s2nrDRduUuLNkZmUglctpN7iKWcT/AJzUGqJ69eXk1o0c37juloq2+tJM2+riEQBkvr4YL1/GnKml6NBhLHl5SN3dcb7G9HGjCI5qC4JATmoyBmfxGMScJsaIOrVrx5U88TXUJRqhDLd77iX7m2/R7dqFKSPDXuDsdsYh2t4EcvRGXlstBnTP6B9OVLsIEsLCMCYkoN+7D9c7h1RcIOMUlmILIEMWUft04WrxaQkKDRh1YhSCX7mdgrY0z9bXkWfrwME/AUEQ6hVTcCsZN24cTz31FD/99BNLly7lscces/8xjI2NZeTIkTz44IOAmFEbHx9Pq1qqY5cRFRVFUlISaWlpdhfhvn37KrTZs2cPTZs2rZALem1BJoVCgaWW7LGoqCiWLFmCXq+3i5uxsbFIJBIiIxs+Q2HRokWMHz++Um7p22+/zaJFixg8eDDR0dF8//33mEymSqKji4sLoaGhbNmyhf79K08NKxO/0tLS6NChA0CtU+PLiI2NZfLkydxzzz2AKBaWzxpt27YtVquVHTt22OMRrmXYsGGo1WoWLFjA33//zc6dO2vss0OHDixYsACbzfaPnf5bE7GxsXz55ZcMGyYeYCQlJZGVdbUYT2RkJElJSWRkZNiduwcPVpwh07FjR3755Rd8fX1rdIx36NCBDh068OKLL9K9e3d++uknunXrVu94hDLB9vz582zbtg0vr4p/6Lt3705eXh6HDx8mJkaMbdm6dStWq5WuXbva27z88ssVtuFNmzYRGRlpj0YAOHXqFHK5nNat//fyFq1WK7NmzaJnz560aVN5GmwZBoMBg8Fgv19QUHAzhvevQ66Q0ntcC5q392Hr0rMUZJWw5pNjtO4TSI97w1A4VX9YJAgC/mERXDp2mPSE+DqJtteSlZSI1WLGSa3B1adqh5xUIsXH2QcfZx9ae7VmZPhIis3F7EnZw5bELWxP3k5OSQ4rz69k5fmVaOQaegf1ZmDIQLo36Y6ron4zSqrCbDWTWJBIfG68/ZJZlEkLjxZ09OtIe9/2NHNtVu/9tau3DzHD72H/ql/Y+eN3NO/QCams8mySxkDVvh1FBw9SfPQoUHM8gs1mY8t3CzEbDQS3asvYV99BEARsNhsleh26nGx02VkU5mSjy8lCl5NNYU42OSnJFGgzOPTn77WKtrJy+1eptzdeD0+usl1BVqa9UnrbAXcgkUrZ+9tPHF63ut6ibX5mOgXaTCRSKU1a1u0/loOGIZXJ6T1hEn/Nf4+Da1YSPehO1O41nyi4fPQwJkMJLt4++Idfjb9SRoizYgznK4q2uT/9TPHhw0icnQl46816f/88778fQS4n/dXXyP3xR2xmE/6vvlqvKe5lY1KWi+tq1bs/B/5YweVjhykqyMfZ1a26xa+bQ3/+DkBUr/61vr+3M+0GD+Pk1o3E74ul38Rpt+y11NVpC2DWau37U83AAQgNcP43BCeNBr9mYWRcvEB6jvZqQS65HOGRh9F98xkKlTPN2tU9QlDZvBmqmBiKDx8m/4/VeP/f7Z8d7xBtbwJv/HmabL2RSD8XZvQXd8SaXj3JSUhAH7u7smibsAWLQdwRS72uw3kikUKTDnB5l1iMrIJoW+q0dRQhc+DAQSOj0Wi47777ePHFFykoKGDy5Mn25yIiIvjtt9/Ys2cPHh4ezJs3j4yMjDqLtoMGDaJFixZMmjSJDz74gIKCgkriZ0REBImJiSxfvpzOnTuzdu1aVq1aVaFNaGgoly5d4tixYwQFBeHi4oJSWXGa1QMPPMBrr73GpEmTeP3119FqtTzxxBM89NBD1eZ/1oZWq+XPP/9kzZo1lUSaiRMncs8995CTk8PMmTP57LPPGD9+PC+++CJubm7s27ePLl26EBkZyeuvv86jjz6Kr68vQ4cOpbCwkNjYWJ544glUKhXdunXjv//9L82aNSMzM7NCxm9NRERE8PvvvzNixAgEQeCVV16p4BoNDQ1l0qRJTJkyhU8//ZR27dpx5coVMjMzGTduHABSqZTJkyfz4osvEhERUWV8RXn69++PTqfj9OnTNQpX/1QiIiL44Ycf6NSpEwUFBTz33HMVHMuDBw8mLCyMSZMm8f7771NYWGj/vMoOyh544AE++OADRo4cyZtvvklQUBBXrlzh999/5/nnn8dkMvH1119z991306RJE+Li4jh//jwTJ04E6hePYDKZGDNmDEeOHOGvv/7CYrHYc2o9PT1RKBRERUVx55138sgjj7Bw4UJMJhMzZ85k/Pjx9uiS+++/nzfeeIOpU6cyZ84cTp06xSeffGIvCFjGrl276N27d51c3P82ZsyYwalTp9i9e3eN7d59913eeOONmzSqfz+BLTy4b24X9q1K4OSOFE7vTCHxdDYDJkYRFFn9wbNfWItS0fZ8tW1qIvOymAXpE9q8XoKLSqZiYNOBDGw6EJPVxMH0g2xN3MrWxK1oi7Wsv7Se9ZfWA+Aid8FP7UeAOgB/tb/92n5x9kcuvSqU5pTkiMJszlWBNiEvAaO18kyAszlnWZ2wGgAPpQftfNvRwbcDHX070sqrVZ0cv11Gjubk1g3kpadxbMM6Yu4aWef3oT7YC+SU/n5JaxBFzu+P5dLRQ0hlMgZOe9z+2QiCgErjgkrjgk9IaKXlCrOz+GbmFJLOnCQr8TLeVbQpo8xpC+Az43Ek1eRXn921HWw2glu1xc3Xj3aDh3Lgj19Jiz9H2vm4ep0sSCzNs/UPa1Hn6foOGk6Lbr3wD19F+oV49v72E4OmzaixfdzeXQBEdu9dYX+gLP2tNly4YH/MmJxM5rx5APjMfhZ5YGCDxugxdiyCTE7aSy+Rt/wXZN4++MyseZzlKStCVl609QoKwbdZGJmXEojbu4sOQ4Y3aGy1kZueyoVDokmj0/B7bkgfNwu/5uEERESSdj6OU9s20fWecTd9DFarBX2eWKixRtG2tH6BOSODws2bAXC5yZECwa2jybh4gaSLFwh1dsZWVIT3I9M4kSjOfgjv1LXe2ePuo0dTfPgweb+vxGv6I7e9aeTGpwfXwhdffEFoaChOTk507dq1xgrip0+fZvTo0YSGhiIIAvPnz795A20gm89ksPpYKhIB3h8TjUImvuXq0oIlutjYSpUcbfGbsRjFdtLSSs0Npiwi4dpc28xSp61DtHXgwMENYOrUqeTm5jJkyJAK+bNz586lY8eODBkyhH79+uHv78+oUaPqvF6JRMKqVasoLi6mS5cuTJs2jbfffrtCm7vvvpunn36amTNn0r59e/bs2cMrr7xSoc3o0aO588476d+/Pz4+Pvz888+V+nJ2dmbDhg3k5OTQuXNnxowZw8CBA/n888/r92aUo6yoWVV5tAMHDkSlUvHjjz/i5eXF1q1b0el09O3bl5iYGL755hu7Y3HSpEnMnz+fL7/8ktatWzN8+HDOl3NlfPfdd5jNZmJiYpg1axb/+c9/6jS+efPm4eHhQY8ePRgxYgRDhgyhY8eOFdosWLCAMWPG8Pjjj9OyZUseeeQR9Hp9hTZTp07FaDTy8MMP19qnl5cX99xzT5VT//8NLFq0iNzcXDp27MhDDz3Ek08+WaGIl1Qq5Y8//kCn09G5c2emTZtmPxFRlvXr7OzMzp07CQkJ4d577yUqKoqpU6dSUlKCq6srzs7OnDt3jtGjR9OiRQumT5/OjBkz+L//+796jzclJYU1a9aQnJxM+/btCQgIsF/27Nljb7ds2TJatmzJwIEDGTZsGL169eLrr7+2P+/m5sbGjRu5dOkSMTExPPvss7z66qtMn17R0bB8+fIai/b9W5k5cyZ//fUX27ZtIygoqMa2L774Ivn5+fZLUlLSTRrlvxeFk4w+EyIZOas9Lp5OFGaXsPrjo+xcHk9RQdXRJQGlbrgGi7aXLgLgG9q8lpbVI5fI6dGkB3O7zWXz2M38MPQHHm79MCEuYoXtQlMhF/IusCtlFyviV/Dp0U95afdLTNkwhWG/DyPmxxgG/DqA+/66j/6/9qfvL315ZOMjfHDoA1YnrOZszlmMViMqmYpon2jGtBjDS11f4uN+HzOt7TRi/GJQSpXkGnLZnrSdjw9/zEPrH6L7T92ZtH4SHx/+mO1J20nXp2O0VH4fFSpnet73EAD7Vv5Msa6wwe9FTaii21W4L60mfsRQpGfrEnG/1XnkWLwCg+vch4uXtz3i4djGtTW2lXp44DZyJC6DB+E+puqiYjabjdM7xGiEVn3EApZqdw9a9hTjpY6sX1PnsYEjz/ZmIwgCfR+cAsCJLRvITql+P20ylHDxiHhsXj4aAa6KtubUNCw6HTabjbRXXsFWVIRzp054jB9/XeN0v2cUAW+JdSayPv+cgg0b67ysXbSNqFhIsFVvcXs9u2vbdY2tJg6vXQ02G807dsYrqO7f09uV9nfcBcDxTeuxWmue+XcjKC4owGa1IggSnN3cq21X5rQt3LYVc0YGErUadS1mjMYmpI24P086fQLfZ5/B/b778HhkGuf3xwIQ2aP+9QBc7xyCxNkZ05VEez7u7Yxgu1YxvIn88ssvTJw4kYULF9K1a1fmz5/PihUriIuLq1SVGMTpgr/++isxMTE8/fTTzJkzh1mzZtWrz4KCAtzc3MjPz693UZqGkFFQwtw/TtHcW82Lw64WFbMWFxPftRs2o5Hm69aiLKu+bSjE/GYzzq8UvyAtTxxHuJ6qpefWwfIJ4BMFM8pNIf6whViIbNoWCLo5mSQOHDioGyUlJVy6dIlmzZpVW6DJgYPbmV27djFw4ECSkpLq5Eo+ceIEgwcPJiEhAY1GcxNGeHsTGxtLr169uHDhAmFhYbd6ODeM9evX8+yzz3LixAlk1Uy1q2l/eLP/0zUGNpuNJ554glWrVrF9+3Yirjn4rQv/xNd9O2MsMbNn5QVO70oFQCIRaNbOm6heTQiO8kQiER04Rfl5LJj+IAgCM7/7BWU9I4t+fvV5UuPOMHTms7S6AVXPi0xFpOvTSdOn2a/T9Glk6DPsj13roBUQCHYJpoVHiwqXQJdAJELV3h6TxcSZnDMcyzzGkYwjHNMeI6ckp8q2arkaD6UHnk6eeDh54OHkgbvCHenSI1gy8/HrHUP78WPxV/vj5eTVqG6n8/0H2LMP/d98A49xld1sW75byLENf+ER0ISJ739eb7dW0pmT/PrGi8iUSv5vwfc4qRv++5Uaf46fX5mNTKnksa9+QKESt6+MSwn8+MJTSKRSpn2+CBfPqrNwy2Oz2fj68cnocrIZ8/J/aBrdvsHjclA//vjgPyQc2kdYp26Meq7qWU7x+2P5c967uPr4Me2zbytt9+d798Gs1RK6/GdKzp8n/ZVXEZycaL76DxRNmzbKODPe/S8533+PoFIR+tMynKJqLn5uLSkhrmMMWK2E79yBvJxWo8/L5atHJ2GzWZky/ys8AhrmBK6O4sICvn78YcxGA2NfeYeQNv/8ExFmo5GvHp9MSWEBI597hfBOXW9q/xkXL/Dji7NQe3jy6MKl1bbL/2stqbNn2++7DhtG4LwbUyOkOowlxXwxZTxWi4Vpn32Lm68/iadOsOKtl3BSa3j06x8aFLWT9sor5K34DbeRd9PkvfduwMhrp67/525pPMK8efN45JFH7E6chQsXsnbtWr777jteeOGFSu07d+5M586ic7Sq529H/Fyd+PqhGCzWitq4RKXCuVMM+j170e+OvSraXtqJpVicyiNRq69PsIWrgqz2HJQUgJMrFOWIgi2AT8NzGR04cODAgYPyGAwGtFotr7/+OmPHjq1zjER0dDTvvfcely5dom3b/72CKatWrUKj0RAREcGFCxd46qmn6Nmz579asAXQ6/UsXry4WsH238iMGTP46aefWL16NS4uLvboCTc3t//JiIjbAYWTjH4PtCSsgy/71lwk83IBCUe1JBzVovFQ0rJHAFHdA3D1drdXSs+4eKFewoHNakV7WXTa+jW7Md9rZ7kzzd2b09y9aievzWYjpySHdH06GUUZeKu8CXcPx1leP/FZLpXTzqcd7XzaMan1JGw2G4mFiXYB90jGEZILkzHbzOhNevQmPcm65ArrCAh1YkimH2m7D7FAWEOBxoxKpqKJugmBLoEEasRLkCbIft9FUb/CyaroaApLRVtZFU7b9AvxdofswCmP11uwBQiKaoN3cFOykq5wZscWOg5reNzDmZ1iVfaILj3sgi2I20tQqzYknznF8Y3r6DV+Yq3rystIQ5eTjUQqo0mkY1blzaT3/ZO4eOQACYf2kXz2FEFRlWOf4vaKkTgtuvWs8kSFMiIcs1aLLjaWnMVLAPB56qlGE2wBfJ+bjeHCBfSxsSTNmEGzFSuQeVVfkMqQkABWK1J3d7v7sgy1uwdN23Xg8rHDnNm1nZ7jHqh6JQ3k+MZ1mI0GfEPDCG797/iPKFMoaNt/MAfXrOT4xrU3XbStS54tUOmzdrnj5kYjACicVPiHR5Iad4bEUydoO8CfuL1ivYzwLj0anI3uPno0eSt+o2DDRvzmzkXqUr/fmJvJLfuXbDQaOXz4MC+++KL9MYlEwqBBg9i7d++tGtYNQRAEZNLKO2R1z57o9+xFF7sbz4niVCHOrW28aAQAjS+4h0BeIqQegeb9rubZugaB8vbdOB04cODAwT+Ln3/+malTp9K+fXuWLq3+zH1VlM8+vhksW7as2viApk2bcvr06Zs2lsLCQubMmUNiYiLe3t4MGjSIjz66uU6GW8GYaqYJ/5tZsGABAP369avw+OLFi2/6d8BBRYJbeRLcypPsFB1nYlOJ25+OLtfAobWXObTuMsFRnmg8QyjM0pKeEF8v0TY7ORGToQSZQolHk8Z1odUVQRDwUnnhpfKiNY1X+E8QBJq6NqWpa1PuiRCzJm02GwXGAnJLcsk15JJTkiPeLim9bchFl3oeTbKBHhf82dA+hWJzMQn5CSTkJ1TZj5vSzS7m+jn74evsa7+U3XeSXXXjq9q1o3DDBkCMJyiP1WJh0zdfgM1GVK9+didqfQtiCoJA+yHD2fztFxzbuJYOd46oV2GnMswmE3F7RBGidZ/K8Ukdh40URdvNf9P1nnHIlTXPwkoqzbMNiIista2DxsUrMJjogUM4vmk9O378jvv/81GFbcpUUsLFI2IcZHXF5RTh4ej37CXriy/BasWpXfRVraCREGQyAud9xOVx92G8coXkJ5+i6eLvqjWMGeJLi5BFRFT5HWnVuz+Xjx3m7O5t9Bh7f6O55s1GI0c3/AVApxH33PbZo/UhetBQDv75O5ePHyEvPQ13/4DaF2ok9KWirbo20db3qmgrKJVoetevIGJjEdImulS0PU6rPgM4v1+M64rs0fDxOLVrhyI8DOOFBArWrsNj/H2NNdxG55aJtllZWVgslkouHD8/P86dO9do/dzOFXfVvXrBBx9SdOAgVqMRCWY4swaLoVS0raHSab0I6iyKtskHS0Xb0jxbX8eZVwcOHDhw0HhMnjz5HyM83X333XTtWrWzoSw7+GYxceJEe9EwB/9ubmEqmYM64hWoofe4FnS/J4xLx7I4E5tK8rlcks7kYC4R3dCndxwlrPOdeDWpfTp8cWEBaz/9AIAmLSKRSKQ3dPy3A4Ig4KZ0w03pRiihVbbJbpbI98/NxD8VfrnvC1RRwaTqUknWJZOiSxEvheJ1riGXfEM++YZ8zmSfqbZfV4WrXcRtJZFQ5gn7KfUvsiybKDIVUWQuQnYkHZ/LeZgV8LXXNj74dS16k54ScwmeTp6EuIYQ7BJMsEswIS4h9vtuSrdKfUb17seun5aQm5bKlRNHCW1f9yrmZVw8vJ8SvQ6NpxfBbSo7CcNiuuDm60d+ZgZnd28neuCdNa7PkWd7a+k+5n7O7NxG+oV44vftriDOXjx6CLPBgJuvH37Nqy4QWpZri9WKIJfT5O23EaSNv9+QurkRtOBLLt83nuLDh0l/6y3833yzSmHUUFo3oXwRsvKEd+qGXOlEfkY6qfHnCIysOW6hrpzdvZ2i/Dw0Xt60uCb/95+Ou58/zdp15NKxwxzfvN6eiXwz0OVmA6Bxr81pezUGQ92rV7VFFG80Ia2j2bdyOUmnT5B06jjFhQWoXN0IuY59nCAIuI8eQ+Z775G3cqVDtL2V3M4Vd5UtWiD18caizaL4yBHUmhQwFmKRBQHWxnHagijanloJyYfE+2VOW0cRMgcOHDhw8D+Ki4sLLrfxVCgHDhzcWmRyKRGd/Yjo7Ee+tphze9M4sSWdgmLISbvE8jcP4BWowSdYg1eQBq8mGjwD1Ti7Kuyih6GoiJXvvEZW0hXUHp4MfuSJW/yqbh+8gkKIHjSU4xvXsu7j93B2c6dpdAfaRHfgrujBqN2vmlf0Jr1dxE3Vp5JRlEFmUWaFS7G5mAJjAQXGAi7kXeCg2UZvOcgs8HXqCopzxM/EuVjKPQebABL2t8gmwaQD09VxZZdkk12SzdHMo5XG7KpwJcQlhGBXUcz1U4vmI1l0MIZ951jz20I0su5YrBbMNjMWqwWrzWq/LZPIcFO64apwxVXhar99bOs6AKJ6969S1JdIpHS4cwTbl37LkXVraDtgSLWOQ5vNZnfahvxLppL/01C7e9D57tHsWbGMXT9/T3jnbvYp3PH7SqMRuveu9jMsX+jLe8bjV0XcG4CyeXMCP/qQpEcfI2/FbygjW+L5YOV4A3sRsmpEW7mTExFde3Bm51bO7trWKKKtzWbj8No/AIgZejfSf2GUUrs77uLSscOc2raJHuMeQK5Q3pR+9bm5QO1OW6lGjcTZGWtRES6DB92MoVVJQERLpHI5+rxc9qwUi0e36NoDyXWezHAbeTeZH31EycmTlMTF4xRZ9fZ9q7llW763tzdSqZSMjIwKj2dkZODv799o/bz44os888wz9vsFBQUEB98eFQcFQUDToyf5q1ejj41FHSBOlbC4twOONp5oG1iaa5t8EGw2yCx12jpEWwcOHDhw4MCBAwcOasTNR0XXu5sTPcCPL6f+DNYCBIrJToHsFF2Ftk4aOV6BGtz95Fw8uIjc1PM4ubgydu5/bur0138CvcY/RHFhARePHKAoP4+zu7bZK9D7hITStF1HmkZ3ILBlK3uRtKqw2WwUmgrJ1IsCbpmou2/2KazFxdzTPgxnuTNquZqS3w5hsCTjHBrA05PnoFaoUcvVOMucUcqUaIu1JBUkkViYSFJhEokF4rW2WEuBsYBT2ac4lX2qQv8uShmjCcR4PpVvdn2Gztlc5/fAySBh3IkgJAjMzf0cln+Hq1IUdcvG5CR1QuUkx10uITs5kU9+fx11RBBOMieUUiUqmQqVTIW70h1ZnhF9Xi5SuZyAiJtzrGe1WUnRpZCQl8CFvAvklOQQqAm0O5UDNYHIpTd3BsutJmb4KI5vWkd+RjrHN66j47CRpdEIYqX6yBpco06tWqFsFYXM3QOvqVNv+Fg1ffrgO3s2me+/T8a776IMa466e/cKbeyibQ3FM6N69+fMzq3E7d1F/8mPNDhrtIzLxw6TnZyIQqWi7cAh17Wu25VmHWJw9fGlQJtJ/N7dtO5bOR7lRmB32laR930t7uPHU3ziOC6Dbn6ebRkyhYLAyCgST50gLV6clR/Zo8/1r9fTE5f+/SnctIn831fiVC669Xbilom2CoWCmJgYtmzZwqhRowCwWq1s2bKFmTNnNlo/SqUSpfLmnLFoCOpeomir27kD35hYACzqMBpVtA2IBqkCirIh97JYlAzAt3GmLThw4MCBAwcOHDhw8G9HpVHj2SSQnNRk+j/ogUIdTnaKnpwUHVkpOvK1xZToTCSf03Lp0Gqs5iuAAqswgvVfpRAYWUR4R18CI92RSOufffpvw0mtYcSsOZhNJlLjznLlxBEunzhK5qUEtImX0SZe5tCfvyOTKwiMak1odAdC28fgHVyxIJMgCHb3arhHOVdiu4r9XTi0n9Xn/kAilTJ2xst4B4dWGpOvsy+tvSpn/haZikjWJVcQdLVFWiSCBKlEiuFSCspEPcPz22Nq1xSpIEUqkSIVpMgkMiSCBKPFKLqBDaIjON+Qj+fpIiQ2Aa2bgVyNAQwGcg25Vb5fXQI9aHXZlcvbdrFFp62yTeQVDd3xItm1kD4r++Gh9MDdyV28Vrrj4SReuyvdcVW64qZwq3DtLHOu1gFqtVlJ06fZxdmy60v5lyg2F1e5DIBUkBKgDrDHTJRFToS4hBDoEohSeuOO1Y0WIyWWEvHaXILBYrBfSswl9ufLHlNKlXg6eeLp5ImXkxeeTp4NEpwVTip6jH2ATd98zt7ff6FV34FcOXEUs9GAm58/vjUUJJQolTT//fd6ZyxfD54PT8YQF0f+6tUkz3qaZr/+Yi98ZsnLw5yZCYCyRfWibUibaDQenuhyc7h49BARnbtX27YuHPrrdwDaDrwTpfOtmZZ/o5FIpEQPGsrun7/n2Ma1N1G0LStEVn3xuTL8nn/uRg+nTgS3bkfiKXEWgdrDk8CWrRplve5jRoui7eo1+Dz7LJIGFKW80dxSj/kzzzzDpEmT6NSpE126dGH+/Pno9XoefvhhQMx4CwwM5N133wXE4mVnzpyx305JSeHYsWNoNBrCb+C0gRuJukcPAAxx5zFHWZE174AluRELkQHIlOAfDSmH4Pwm0JW6m30iG2f9Dhw4cODAgQMHDhz8D+AfFkFOajK5aZfoMbYHYR2uPmcyWshOLmDzt/PIyLuCIJGj8RmLyShGLORrizmzOxUntZzm7b0Ji/ElMNID6f+4gCuTywlpE01Im2h63z+ZooJ8rpw8xpXjR7ly4gi63ByunDjKlRNH2fHjdzSP6UKfBx7GK7DusyeNJcVs/W4hADHD78E7JLReY3SWO9fo9r3oepBV772Be3wx059+oc4FwJbufRItFxk96nGe6deTfEO+XdAtMZdQYimxXxcH51Dy1XaCtc6M8R5GkQt2IVJv0pNnyCMkT6zlkuZZQqGxkEJjIYmFiXV+nTJBZnf6ll2r5WpSClNIyE+oVpyVS+Q0c2tGmHsY3ipv0nRpdnG72FxMsi6ZZF1ypeUEBDycPMQMZIWbPQu5LD7i2sc1cg1F5iLySvLIM+SRa8glz5BX4X6+IZ/cEvG6xFJS59deHS4KF7uA66XyqiDo2kXwcsJ4mcjbpv9gDq9bTU5KEgdX/0ZueiogumyvFWNNFhP5xnz768g35qOUKglQBxCgDsBZ7nzdr6MmBEHA/803MF6+TPHx4yQ9PoPQX5Yj1WjsebbyJk2QaqrP8ZZIpLTs1Y9Df/7OrmVLCGndDqVzw8adcSmBxFMnECQSOg4d0aB1/FNo238we1csI/1CPOkJ5/EPq14YbyzqWojsdiKkTTSxv4i3W3Tr2Wj58OpevZD5+WHOyEC3dSuud9acGX4ruKWi7X333YdWq+XVV18lPT2d9u3b8/fff9uLkyUmJiIpV4EzNTWVDh2u/jP68MMP+fDDD+nbty/bt2+/2cNvFGReXihbRWE4cxZ9uhK3UfdhOSU6YRtNtAUx1zblEBz9QbzvGgRKR5afAwcOHDhw4MCBAwd1xS+sBWd2bSM94Xyl52QygSPrviMj4ShSmYx75rxG0+j2FBUY0SYVcumYlovHtBQXmjgTm8aZ2DSUahnN2/sQ1tGXoJYOARfA2dWNqJ59ierZF5vNRk5KEpePH+XyiSNcOXGUi4cPcOnoIaIHDaXHmAk4u7nXus49K36iMFuLq48f3UePb/Qxh7bviJufP/kZ6ZyL3UnbAXfUuoz2yiW0ly8ikcpo03sgKmexkFpN/HG4mIRD++mZHsqgux6r8JzNZmPBugcpJp+54z5E2dSXvJJSYfOa6/LicNm1yWrCbDOTU5JDTklOlf3LJDJCXUMJdw8nzD3Mfh3sEoxMUllasNlsZBVnkViYaI+aKH9bZ9LV2F9jISDY4yTsl9LoCYVUYb82WAzieIrFMZltZrv4fbngcp360sg1dldzk9YKAlJg/9rfKZNp1yoOsXRjLPmGfFGgNeRTZC6qcZ2uCle7gOuv9idAE1Dhvo/KB+l1ilgSpZLAzz7l8thxGBMSSH12NkFffkFJHaIRyuh892ji9uwiNy2FDQvmM+KZFxvkFj781yoAIrv3xtW75u/EPx1nN3dadOvF2d3bOb5pHf5hT93Q/qwWC/r8PAA0/yDR1q95BEq1GoNeT8tGiEYoQ5BKcbtnFNkLvyLvt5UO0bYqZs6cWW0cwrVCbGho6L+y6q6mY+tS0dYJtzajseSJFnSph3vjdRLUCfYD6aKlHF9Hnq0DBw4cOHDgwIEDB/WhzAWVnnC+wvRlm83Glu8WcHbXNiRSKSOeeZGm0e0BcHZV0LS1F01be9FnfAtSz+dx4YiWi0czKS40cTY2jbOxaSidZTRr70N4mYArcwi4giDgFRSCV1AIMXeNJCc1mZ3LlpBwaB/HN67l7K6tdBk1jo7D7q62iE/m5YscWbcagEFTH6uzC7Y+SCRS2g8exo4fv+Pohr9o039wrWLV6Z1bAQiL6YLKxbVO/XQcOpKEQ/s5vWMzve57CKdyzsfspCsUF+QjUyiJiIpBJpeDW93Gb7PZKLGUVBJzCwwF6Ew6/Jz9CHcPJ9g1GLmk7nEBgiDg4+yDj7MPMX4xlfrMNeSSVZxFviH/6sV49XbZWMoEzkJjIWq52u5sdVO6VYiAcFO64eHkYX/MReGCSqpCJpHVWzy02qwUGgvF4nTF2XZxuex2dnG26PItd7HarOhMOnQmHcm6ZE5K4U5PP/xzxG2uwNnEWt0O0FfuTyJIcFW42qMrSswlpOnTKDQW2ovsxeXGVTlWmSAjQBNAsEswQZoggl2Cxdsu4u26OnXlvr4Eff45Vx58EN2OHcS/9zqGvBzkQF6QG/lZp5BL5Fcv0orXCo2a4bPm8MvrL3D+wB4O/bWKziPurdf7XpClJW7vLgDCB/cnqSAJvVmP3qSnyFSEk8wJb5U3Piof1HL1TYuQuJG0GzyMs7u3cy52J30fnFrhe93Y6PNzwWZDkEhwdq3jDuI2QCqTMWr2KxTmZNGkRePGfLrfey/ZC79CHxuLKS0NecDtlT9/y0VbB6D2zicb0GldsDl7Y8nLAxrbadup4n1HETIHDhz8QwgNDWXWrFnMmjWrTu23b99O//79yc3Nxb0x96MO6kSfPn149NFHuf/++xu8jtdff50//viDY8eONcqY6rsNOagfCxcuZO3atfz555+3eigOHNxwfEObI5FKKS7Ip0CbiZuvHzabjZ3LFnN803oQBIbOeIawmK5VLi+RSghq6UlQS0+7gJtwOJOEY1qKC4yc25PGuT1pKFQyfJu64B3sgk+wBp8QF9x8nZFIrk+gsJis6PMNqN2USOX/PFHYs0kQo56bS9LpE+z48TsyLl5g98/fc3zTOnqPn0jLnn0Rys3UtFotbPrmc2xWKy269aJZh041rP36aN1/MLG/LkN7+SKpcWdrzFy0Wiz2omut+gyocx/BrdviExKKNvEyJ7dtrCCIJZ05CUCTyChRsK0HgiDYC5r5qxuvKHhtfZblx96OSASJPZahuVvzWtuXiby5JWJkQ9m1tkkChYu2A+DRLpI5XR6yr7csX9hN6YaLwgWJUPk7qTPqSNenk6ZPI02fVul2hj4Ds81MUmESSYVJVY7Ny8mrgpDr4eRRQQzPNeSSX5JvF5/bDTHx1BqwLv0NgxPIgS8L/mL32nW1vg8CAlFRbnQ55caOHxfxXuKXFPpJrwq8pReZRGaPkigyFaE3icJs2DEbLSwq0jxLGHPg4Rr7UslUdgHXW+WNj7OP/b6PSjxZEKgJvOHxEtdLk8go+/f69I4txNw18ob1pc+5Go1Qfl/5TyCoVZsbsl5FSAjOXbpQdOAAeatW4fP44zekn4biEG1vNTYbqqLtCDIrFr0ZQ3w8llwxfL5RRVv3pqD2AX1paL1DtHXgwEEjU9uZ7tdee43XX3+93us9ePAganXdCxD06NGDtLQ03Nxu3tnjli1bcunSJa5cuYK//8052LkdWbNmDRkZGYwff31TT2fPns0TTzzRSKOq/zb0b2HBggUsWLCAy5cvA9C6dWteffVVhg4dam9TUlLCs88+y/LlyzEYDAwZMoQvv/zSHlUFYlzVY489xrZt29BoNEyaNIl3330XmUz8GzllyhTeeustdu3aRe/evW/qa3Tg4GYjUyjwDgkl81IC6QnncfP1Y9/K5Rz6Uyyac8f0J2jZs2+d1iWRCARFehAU6UHv8S1IO5/HhSOZJBwVBdzkc7kkn7talEqmkOAdpCkVcl3wCXHBM0BdQXy1Wqzocg0UZJdQkFVMYXYJBdml11kl6PMNYAOlWkZEJz8iu/njF+r6j3OrBbeO5oG353E2dge7f15KYZaWdZ9/xOF1q+n70FSCW7UF4MSmv0m/EI9C5Uz/SY/c0DGpNC5E9erLya0bObrhrxpF2ysnjlKUn4fKxZVmHWKqbXctgiDQYdjdbFz4KUf//pOYYSORSMVp8UmnRdE2pHX09b0QBw2ivMhbgQjYmupC3J5dTJjwEu5+9fufqFFoCFeEVyyyVw6L1YK2WEtSYRLJhcl28bbsUmAsEN3CJdkc0x6rU5+xrSWEaOGevVY0pbHA5mZNaKKWYLKaMFqNmCwmTFbxUh4bNs4E5+GZKyU8RUP7fXL+7JVGkZOl1n7lJoGBl4MAON28AABnmTNquRq1XI1KpqLYXExWcRY6k45ic3GNYnUZnk6edtH6Wheyl5NXtfs/s1WMC8kqziKrOAttkVa8LtaSXZxNsaUYi9WCxWbBYrVgtpnt981Ws/1xi0187aFuobT0aElLr5a09GhJiGsIEkGCIAi0u+MuNn/7Bcc3raXj0BE3TFC9WoTs9jxZcqtwHzsGrFacIm+/uk8O0fZWk3QAScEV1H4+6FIk6HfvtjttZY0p2gqCmGsbV3p2zLdxLeUOHDhwkJaWZr/9yy+/8OqrrxIXd3Ual6bcVB+bzYbFYrGLPjXh4+NTr3EoFIqbKpzu3r2b4uJixowZw/fff8+cOXNuWt9VYTKZkNfTYdNYfPrppzz88MMV8ugbgkajqbC9XC/13Yb+LQQFBfHf//6XiIgIbDYb33//PSNHjuTo0aO0bi1WR3/66adZu3YtK1aswM3NjZkzZ3LvvfcSGxsLgMVi4a677sLf3589e/aQlpbGxIkTkcvlvPPOO4D4nbv//vv59NNPHaKtg/8J/MMiSkXbeHQ5WexZsQyA/pMeqVOWaVVIJAKBkR4ERnrQ+74WZCfr0CYWok0qJCupkKxkHWajlfSLBaRfLKiwnEcTNU7OMgqyS9DlGrBZa46TEyQCBr2ZUztSOLUjBXc/ZyK7+RPZ1R8Xz8aPDrhRCBIJrXr3J6JrD46sXc2B1SvIuHiBX994kbBO3Yi5ayS7fv4egF7jH0LjWXul9Oul/ZDhnNy6kfP7Y9Hl5lQrjJzesQWAlr36IpXV7zc7qmc/di1bQmGWlgsH99KiWy9sVqvdaRvcuu31vQgHjc6Ayf/HgMn/d0PWLZVI8Vf746/2p7N/50rP5xvySdYlVxB1CwwFlZy+ZUXVyiInNA+oSXviKXTbtoFMxlfT1iJRKCqt32azYbaZK4i4ZquZort0bPnv+5CcyvTLPWk3cxIWiU1sU66tDRtqmSjKZu48TJx5La4BAax48mecFeoq3ccgunPLBFRtsZasIvF2mbiqLdaSWZRJgbHAHm1xXHu80npUMhVBLkEEaYJwVbiSVZJFdnE22iItuYZcrDbr9X9IpaToUohNia3Qd6RHJJGekUT6hyN1UpKblkriqRP2eJ26YrVZMVqMGCwGjBYjJZYS+/2yi9FiJDXhIADFSgt7UvagkosOe2eZs91tr5KpqsxIttlsFJuL0Zv0YgyIUYwC0Zv0FBoL7Y9LBSkqmQonmRNOMidxnVIVKrkKJ2m5x2QqlFJlpc9Y4BoRvdxdqSCtdpu4HlyHD8dtxO1Z9E6w/RtDYmugoKAANzc38vPzcXWtW3bQDeWvZ+DQInL0fcj48wJO7aIpOS7mzkYePoSkMZ1BOz+ErW+Jt19MdhQic+DgNqWkpIRLly7RrFkznJz+OQdP5VmyZAmzZs0ir/QkVFlkwbp165g7dy4nT55k48aNBAcH88wzz7Bv3z70ej1RUVG8++67DBo0yL6ua6e2C4LAN998w9q1a9mwYQOBgYF89NFH3H333RX6KotHKBvLL7/8wqxZs0hKSqJXr14sXryYgNLMIrPZzDPPPMPSpUuRSqVMmzaN9PR08vPz+eOPP2p8rQ8//DD+/v707duXp556qoJQDZCcnMxzzz3Hhg0bMBgMREVF8cUXX9C1qzh19s8//+TNN9/k5MmTaDQaevfuzapVq+yvddWqVYwaNcq+Pnd3d+bPn8/kyZO5fPkyzZo1Y/ny5Xz55Zfs37+fhQsXMmLECGbOnMnOnTvJzc0lLCyMl156iQkTJtjXY7Va+fDDD/n6669JSkrCz8+P//u//+Pll19mwIABtGrVis8//9zeXqvVEhgYyPr16xk4cGCl90Gr1eLn58fJkyftgmDZa1i4cCF//vknW7dupWnTpnz33Xf4+Pgwbdo0Dh48SLt27fjhhx8ICwsDKscjTJ48mby8PHr16sVHH32E0Whk/PjxzJ8/v04CdVXbUH3HlJCQUOu2mpaWxrRp09i6dSv+/v68/fbbvPTSSxX6zsvLY/bs2axevRqDwUCnTp34+OOPadeuHQDHjx9n1qxZHDp0CEEQiIiI4KuvvqJTp8aZ0uvp6ckHH3zA1KlTyc/Px8fHh59++okxY8YAcO7cOaKioti7dy/dunVj/fr1DB8+nNTUVLv7duHChcyZMwetVoui9ABu586dDB48mLy8PFQqVaOMFWreH952/+luEv+rr/t24uTWjWz86lOcXFwpKRQF1J7jHqTbDShwVYbVaiMvo4ispEK0SbrS60IMenOlthKZgIunE67eKly8nHD1csLVS4WLt3jtpJaREpfHuf1pXDyqxWwsFSUECGzhQctu/jTv4IPC6Z/l7ynKz2PPbz9zYvN6bNarQot/WAQT/vNho1Ubr42fX32e1LgzdB9zPz3GVo4KKtHrWPh/D2ExmXjw3fn4Na/aQVkTsb/+yL6Vy2kS2YoJb75P5uWL/DDnSeRKJ2Z8txxpHU6KO3BQGxadjrS5r6BsEdGgKeO56akse/FpDEV6OgwdUaNwbTGbWfTUIxRmaRk8/QmiBw65nqHbKTAWVHAgJxcm2++nF6XXKspKBAleTl54q7wrRDB4q7xRy9VIBSlSiRSZIEMiSJBJZPbHpILUft9kNZGQl8C5nHOcyzlHfG48BouhQl9dT3sQdcWVrCAB3bBQTLarArfRYqxwbbKUOp7LPVYbSoOEPse9CcxScTakkP1tqi8AqJAo7IKuBIldnC1zDd8qJIIEN4Ub7k5XTzi4K69mWrsr3e3PlT3vqnBFIa18wuFWU9f/c469+a3EbITT4lQq9fD74c837YKtIJcjODdy9kpId/Hao5lDsHXg4B+GzWa7elB1E5EpJI06ZfKFF17gww8/pHnz5nh4eJCUlMSwYcN4++23USqVLF26lBEjRhAXF0dISEi163njjTd4//33+eCDD/jss8944IEHuHLlCp6eVTtaioqK+PDDD/nhhx+QSCQ8+OCDzJ49m2XLRHfUe++9x7Jly1i8eDFRUVF88skn/PHHH/Tv37/G11NYWMiKFSvYv38/LVu2JD8/v8IUcZ1OR9++fQkMDGTNmjX4+/tz5MgRrKUHk2vXruWee+7h5ZdfZunSpRiNRtatqz0vrKr39aOPPqJDhw44OTlRUlJCTEwMc+bMwdXVlbVr1/LQQw8RFhZGly5dAHjxxRf55ptv+Pjjj+nVqxdpaWmcO3cOgGnTpjFz5kw++ugjlEqxsMuPP/5IYGAgAwZUnb23e/dunJ2diYqqPJPjrbfeYt68ecybN485c+Zw//3307x5c1588UVCQkKYMmUKM2fOZP369dW+xm3bthEQEMC2bdu4cOEC9913H+3bt+eRRxo23bW+Y9LpdLVuqxMnTiQrK4vt27cjl8t55plnyMzMrNDv2LFjUalUrF+/Hjc3N7766isGDhxIfHw8np6ePPDAA3To0IEFCxYglUo5duyYXZhOTEykVavqp9sCvPTSS7z00kuVHrdYLKxYsQK9Xk/37uL/gcOHD2MymSoIzy1btiQkJMQu2u7du5e2bdtWiEsYMmQIjz32GKdPn6ZDhw4AdOrUCbPZzP79++nXr189Pw0HDv5ZlBUjKxNsO48cQ9d777uhfUokAp4BajwD1LQQd+PYbDYKc0rIStJhMlhKBVoVajcFQi3Zt8GtPAlu5YlxgpmEI1ri9qeREpdHSlwuKXG57Pg5jrAOvkR29yewhUe1WbpWqw2rxYrVYsNqtmGxWFGqZMgUN0cgLY+zmzuDpj5GhyHD2fnTYi4ePoAgkTDokZk3TbAF6DDkLlLjznBi83q63jO2kpM2fu9uLCYTXkEh+DYLa1Af7QYP48Afv5Ead4b0C/H/3959h0dV5W8Af+/UTEkmDVJooQQIJfQSOgKGIisIUkRMqKsCgsDKojQrrgUJoKgrRV2Q9hNEV4WIgGykRDAQkRJ6SSOkt6n398cklwwkkGDIJMP7eZ55ZubeO3PPzJmEw5sz34PrZ04BAOqEtGRgS5VGrtej7vIP7vvxXv6BGDhtNr5593X8/sO3CAhujpAyysecPRyDnLQb0Bo80aLn3cffFeGh8kALnxZo4XPn+MlsNSMxL1EKdPPMefBx83EIZr3UXqXOOr0fJRfjs9gsuJx9GafTT+NM+hmcSj+F68azCLkMeF+z4eeEA8jX3F9AKhNkUMvVUMvVUMlV0AhuqH9BjgYnbFAUZbtuDf3Q1MsX+eZ8FFgKpIsI+5xOk80Ek9GELGNWqc+vU+qgV+qhV+mhV+qhU+rgrnSHVqmFCFF6vkJLYanXBdYCWGx3/tHxXmyiDRnGDGQYM+59cAkahQbuKnd4qDykINdD5QEPtQcMKgM81Pb7Id4haOR57xrWVYm/0Z3pXDRQkAHo/aHq8SSUgZ/BnJgIAJB7eVV+bakG3YC/rQRq3/0/fERU/VhMNnw6c3+Vn3dqVG8o1ZX3H53XXnsNAwYMkO57e3tLMwwBe5C2fft27Ny5E9OnTy/zeSIjI6VZo2+99RZWrFiBI0eOYODAgaUebzab8fHHH0uzJqdPn47XXntN2r9y5UrMnz8fw4cPBwCsWrWqXOHppk2bEBwcLM0sHTNmDNasWSOFths3bsSNGzcQGxsrBcpNmtyaUfPmm29izJgxePXVV6VtJd+P8po1axaeeMJxdd65c+dKt2fMmIFdu3Zhy5Yt6Ny5M3JychAVFYVVq1YhIiICANC4cWP06NEDAPDEE09g+vTp+OabbzBq1CgA9tnTkZGRZf7bdPnyZfj5+ZVaGmHChAnS88ybNw9hYWFYuHAhwsPtsyhmzpyJCRPuvtiEl5cXVq1aBblcjubNm2PIkCHYs2fPfYe2FW1TmzZt7vpZPX36NH766SfExsZKs2I/++wzBAcHS4/53//+hyNHjiA1NVUKw9977z3s2LED27Ztw9SpU3HlyhX84x//QPPm9trzJR8fGBh4z8XZbv/DRXx8PMLCwlBYWAi9Xo/t27dLwW9ycjJUKtUdC/b5+fkhOTlZOqZkYFu8v3hfMa1WC4PBgMuXL9+1fUSuwKdufag0GpgKCtA2fAh6jo1wSk1YQRDg4aOBh8/9z25XuSkQ0i0AId0CkH2zAGcPp+D0oSRkpRbgzOFknDmcDDedEgqVDFZrUUBrEe0hrdWG0r6zKVMIqNPUC0GtfRDU2hcevpU3+748fOrWw/CXFiH53FkIMhn87jMYvV/BXbpB5+mFvMwMJBw5iObdejnsP/nLzwCAlr373ffnRu/ljebdeuLPA3tx7IedMBUWAIBUy5eoumjSsQu6DB+Fw9u3YPcnK1CrfhB86zVwOEYURakueNtHh0BRShmGB0EpV6KBRwM08Ghw74MrmUKmQGPPxmjs2RhDGg0BYH8fNlyfi5TTZzBFHILaPbpAKVNCJVM5LOSmkqvuuFbJVVJIqxAU0u+Wy/Fx2Lv+U9y8dgUAUDuoMR6Z8PdSa26Logij1egQ4hZYCmATbVI4q1fqoVFoKuXfPLPNDKPFKAXFDm0pZRsAGC1GacE86VKYWea2HFOOQ4icmp9a6vMWe77t83jO87m//NoqE0NbZzqx2X7deiQEuQK67t2RuXUrgEpehKyYIADtn6n85yUiKqfbv+Kdm5uLJUuW4L///S+SkpJgsVhQUFCAK1eu3PV5QkNvLbKh0+ng4eFxx4zGkrRarRTYAkBAQIB0fFZWFlJSUqQZqAAgl8vRoUMHaUZsWdauXYunn35auv/000+jd+/eWLlyJdzd3REXF4d27dqVOQM4Li7uvkPHkm5/X61WK9566y1s2bIF169fh8lkgtFohLboGxynTp2C0WgstcwBALi5uWH8+PFYu3YtRo0ahWPHjuGPP/7Azp07y2xDQUFBmeU8SvZXceDXunVrh22FhYXIzs4u8+tBLVu2hFx+6w8IAQEBiI+PL7M991LRNt3rs3rmzBkoFAq0b99eeo4mTZrAy8tLun/8+HHk5ubCx8exrmJBQQHOnz8PAJg9ezYmT56ML7/8Ev3798eTTz4pfXYVCoVD6F8ezZo1Q1xcHLKysrBt2zZERERg//7995yxez80Gg3y8/Mr/XmJqhuZXI7HZv0TWSnJaDNgUI1bxKssHj4adBwchA6DGiDlYjZOH0rGud9SUJhnBvLK/zw2i4irf6bj6p/pOLA5AV4BOinA9W/kAZm8alYs92/StErOczu5QonQ/gNxcNtXiNv1nUNom5GciMQzf0IQZAjp0ecvnaf94Mfx54G9OHPwAORKe8jFRcioOuo2ahySzp3Flfg47Hz/LYx76wOoS3yr+Nqf8Ui9eB4KpQptHh3sxJY6lyAI6DRwOL47/TbMv19Gy86Po37rNlCq1BV+rqzUFOz/zxokHP4VAKBx90CPsc+gVd8BZX7zQBAEqQ6tF7xKPaYyKWVKKFUVXIdDBdTSln+tCptoQ44pB9mmbGSbspFlzLLfNmY7XhfdbujRsIKv4sFjaOssBZnAmR/tt0PtX6fS9ejxYENbIqqxFCoZpkaVbzXqyj5vZdLdVqd77ty5iI6OxnvvvYcmTZpAo9Fg5MiRMJlMd32e2+uYCoJw14C1tOP/akn3P//8E4cOHcKRI0ccFh+zWq3YtGkTpkyZcs/anvfaX1o7zeY7a1bd/r6+++67iIqKwvLly9G6dWvodDrMmjVLel/LU3N08uTJaNu2La5du4Z169bhkUceQYMGZc9E8PX1RUZG6V9VKvn+F4cbpW2raB/eK1S/m4q26X4/qyXl5uYiICAA+/btu2Nf8WzXJUuW4KmnnsJ///tf/PDDD1i8eDE2bdqE4cOH31d5BJVKJQW9HTp0QGxsLKKiovDJJ5/A398fJpMJmZmZDrNtU1JSpMX8/P39ceTIEYdzpKSkSPtKSk9Pf2gXfaOHT8O2He59UA0lCAL8Gxng38iAnk8G42ZiLgBAJpdBJhcgVwi3bhddy+QCZAoZBAHITMnHpRM3cSk+DUnns5CRlIeMpDz8vvsK1FoF6rf0QVBrH9Rv6QM3nXMWznzQQvsNxOHtW3D99J9IvXQBtYPsX7f9s2iWbYPQtn95YTS/Rk1Qp3kLXD/9J2zWAqg0mvsut0D0IMlkcgx54R/4zz9nISPpOnatXo6hs+dLY63fvrOv5dCyTz9oPQzObKrTNenUFXofX+TeTMOOd16DQqVG/VahaNS+Mxq17wR3H9+7Pt5sLETszv9D7Df/B4vZBEEmQ9vwIeg2chzcKnGR35pCJshgUBtgUNfczxVDW2f58xvAarSXKvC3z+zRde0CyGSAzcbQlogcCIJQqWUKqouYmBhERkZKZQlyc3Nx6dKlKm2DwWCAn58fYmNj0auXfTaM1WrFsWPH0LZt2zIft2bNGvTq1Qsffvihw/Z169ZhzZo1mDJlCkJDQ/HZZ58hPT291Nm2oaGh2LNnT5mlAWrVqoWkpCTpfkJCQrlmMsbExODxxx+XZgHbbDacPXtWCvyCg4Oh0WiwZ88eTJ48udTnaN26NTp27Ih///vf2Lhxo8OiZKVp164dkpOTkZGR4TC71FXc67ParFkzWCwW/P777+jQwR7mnDt3ziHIbt++PZKTk6FQKBAUFFTmuZo2bYqmTZvixRdfxNixY7Fu3ToMHz78vsoj3M5ms8FotC980aFDByiVSuzZswcjRowAYJ8xfOXKFanubVhYGN58802kpqaidu3aAIDo6Gh4eHg4BMjnz59HYWGhVOOWiFyDXClD7QYVW/DOy18HL38d2j1aH4V5Zlw9lY5L8Wm4/MdNGPMsSIhNQUJsCgQB8G9sgFeADm46ZdFFceu2Xgm11r6tqmbnVha9tw+CO3fDmYMHELfrOzz69xcg2mz485e9AIAWvUv/pktFtR/8OK6f/hMAUDekFWRy1xsrkmvQehgw9MV/YtPieUg48it++/ZrdPrbCNy8dhUXjsUCgoD2g4c5u5lOJ1coMGrhmzj6/U5cOHYEOWk3cOFYrP09AlArqBEat++ERu07w79xMISismSiKCLhcAz2fbkGOWk3AAD1Woaib+RU1Kof5KyXQ5WAoa2znNhivw4dZS9bAEBuMEATGoqCuDiGtkT0UAgODsbXX3+NoUOHQhAELFy48C/NnrxfM2bMwNKlS9GkSRM0b94cK1euREZGRplfeTWbzfjyyy/x2muvoVWrVg77Jk+ejGXLluHkyZMYO3Ys3nrrLQwbNgxLly5FQEAAfv/9dwQGBiIsLAyLFy9Gv3790LhxY4wZMwYWiwXff/+9NHP3kUcewapVqxAWFgar1Yp58+bdMeO0NMHBwdi2bRt+/fVXeHl5YdmyZUhJSZFCNjc3N8ybNw8vvfQSVCoVunfvjhs3buDkyZOYNGmSw2uZPn06dDqdFFaWpV27dvD19UVMTAwee+yxe7axprnXZ7V58+bo378/pk6ditWrV0OpVGLOnDnQaG7V/erfvz/CwsIwbNgwvPPOO2jatCkSExOlBelatmyJf/zjHxg5ciQaNmyIa9euITY2VgpUK1oeYf78+Rg0aBDq16+PnJwcbNy4Efv27cOuXbsA2P9gMWnSJMyePRve3t7w8PDAjBkzEBYWhq5duwIAHn30UbRo0QLjx4/HO++8g+TkZCxYsADTpk2T6vICwIEDB9CoUSOHMiRERG46JYI7+iG4ox9sNhEpF7JwKd4+Czc9MQ9J57KQdO7OhW5up9IopEBXrVPCTauwX+uUUGvL3i5XOC/sbTvwMZw5eACn/rcfPcdNQNqVS8i+kQKVRosmnbpWyjmadOwKj1q1kX0jlfVsqdoLCG6GvpFTsWfNRziw8XP4Nw7GqRj7mh2NO3SBd2AdJ7ewevAKqIP+k56DOPFZpF29jAtHj+DCsVgkJpzGjUsXcOPSBRz6ejO0Bk80bNsR9Vq2xsn9e3D1pH1Re3ffWugzfhKCu3R3mfI9DzOGts6QeQW4/D8AAtD6SYddhsf/hoK4OGjasB4REbm+ZcuWYeLEiejWrRt8fX0xb948ZGdnV3k75s2bh+TkZDzzzDOQy+WYOnUqwsPDHWqolrRz507cvHmz1CAzJCQEISEhWLNmDZYtW4bdu3djzpw5GDx4MCwWC1q0aCHNzu3Tpw+2bt2K119/HW+//TY8PDyk2b4A8P7772PChAno2bMnAgMDERUVhaNHj97z9SxYsAAXLlxAeHg4tFotpk6dimHDhiEr69Z/jBcuXAiFQoFFixYhMTERAQEBePbZZx2eZ+zYsZg1axbGjh1bZr3aYnK5HBMmTMCGDRtcMrQtz2f1iy++wKRJk9CrVy/4+/tj6dKlOHnypPTeCYKA77//Hq+88gomTJiAGzduwN/fH7169YKfnx/kcjlu3ryJZ555BikpKfD19cUTTzzhsFBdRaSmpuKZZ55BUlISDAYDQkNDsWvXLofFAD/44APIZDKMGDECRqMR4eHh+Oijj6T9crkc3333HZ577jmEhYVBp9MhIiLCYSE/APjqq68qpT4zEbkumUxAQBNPBDTxRNjwxshOK8C10xnIzTSiMM8MY54ZhXlmFOaaUZhvgTHPDGO+fXVxU4EFpgILstMKK3ROpVoOdcnZu8Xhbolt6hKzfA21NJU2q7dOsxao1aAhbly+iJN7o5FWtBBQ06497qtGZWlkcjkGPT8bf/5vL1r3K30xVqLqpM2AQUhKOI0/f/kZ30W9A2O+vWB2x6F3nxzwMBIEAbXqB6FW/SB0GT4K+dlZuBR3FOePxeJS3FHkZ2Xi5P6fcHL/TwAAhVKFTo+PQKe/jYBSffdxO9UcgvhXi/rVMNnZ2TAYDMjKyipzsZMH7sD7wJ7XgKCeQOR3DrtEUYT5eiKUgQHSVHciergUFhbi4sWLaNiw4T2DMnowbDYbQkJCMGrUKLz++uvObo7TXLp0CY0bN0ZsbKzDAltlSU5ORsuWLXHs2LG71r99WFy7dg316tXDTz/9VOaib67g5MmTeOSRR3D27FkYDJVbM+xuvw+rxZjOCR7W100PJ5vVBmOBxR7k5lns4W6+Gcbi23m3At7C4tv5RWHvffwvt7jmbsNQX9Rr4f2Xa+6e2LML0Z+uhEctPxTkZMNcWIDRS95G3ZBW934wkYsyGwvx1YK5uHHlEgD7ooFPvfE+Z4VWgNViwfXTf+LCsSO4ejIe3nXqoseYZ2Co7efsplE5lXc8x5m2VU0UgeOb7beLFiArSRAEqOryawFERFXp8uXL2L17N3r37g2j0YhVq1bh4sWLeOqpp5zdNKcwm824efMmFixYgK5du5YrsAXsC1OtWbMGV65ceShD259//hm5ublo3bo1kpKS8NJLLyEoKMhh9rQrSkpKwhdffFHpgS0RkUwug0avgkavqtDjRJtoD3vzbgW8xRd7wGtxnN2bZ0Z+jj3slWruygQENDYgqLUvgkJ94OmnrXCoFNKjN37ZsBbZN+wLOBr8/FGnecsKPQeRq1Gq3fC3Oa/gP/NnwZifh46PPcHAtoLkCgXqtwpF/Vb8hrarY2hb1ZKOA2lnAIUb0OJvzm4NEREBkMlkWL9+PebOnQtRFNGqVSv89NNPCAkJcXbTnCImJgZ9+/ZF06ZNsW3btgo9dtiwYQ+mUWU4cOAABg0aVOb+3NzcKmuL2WzGyy+/jAsXLsDd3R3dunXDhg0bylWHuCbr37+/s5tARORAkAlS+YPystlEJF/IwuX4NFyKv4n0xDwkJmQiMSETv359DoZaGgS19kWDUB8ENvEstV6u2WQtEQTbZwgHBHfDpbhoAIBP3Q44fTAJSrUCSjc5VGo5lG4KqNzkRfcVkCv5bUtyfZ7+ARi95G3cuHIJTbt2d3ZziKotlkeoaj++DBz6EGg5HHhyfdWfn4iqPZZHICq/goICXL9+vcz9FVm4i6oflke408P6uomqWnZaAS4VBbjXz2bAZrn132aVmxz+jQywmG0w5t+qw2s137mYqs2aCVP2WvvjPCZCJve863llcgEqNwU8/TTwrecO37p61KrvDu9AHRTK0mvtExFRzcLyCNWR1QL8UTRjqZTSCERERFQxGo2GwSwREVU6D18NQvvWQ2jfejAVWnD1VDouxd/E5fg0FOSYceXP9FIfJ5MJDoufqXW+MOZNgAAbtF5NYS60wlRogdlohanQCnOhBeZCKyxFga/NKqIwz4zkC2YkX7i14KUgE+AdoIVvXXf41tOjVj13+NTV33U2sWgTb53HeOucKjc5Q2AiohqAoW1VurgPyE0BNN5AY9ddkISIiIiIiMhVqNwUaNyuNhq3qw3RJiL1cg5uXM2BWqMoCmZvhbRKN3kp9TnvXXfSZrVJoaox34L0pFykXcnFjas5SLuai8I8M25ez8PN63k4c/jW49x93ODpp4XVbLOHwYVWmIxWmI1WWIzWMs8nyAR4+WvhU0cP33p6+NbVw7euO7QeFasfTEREDw5D26p0Yov9utUIQMF/DImIiIiIiGoSQSbAr6EH/BpWbnkSmVwGtVYGtVYJd2/At64eTTvZ94miiLxMI25czUXa1RzcuGIPcnPSC5Fz0365V5tVbnIo1fZLQY697m56Yh7SE/OQEJsiHav1UDmEuD519NB5qqByU0CQVb/FoixmKwpzLSXKVBRd55kh2gAvfy28A3Uw1NZCVg3bT0R0Nwxtq4oxFzj1rf02SyMQERERERFROQiCAL2XG/RebmgY6ittL8wzI+1aLnJuFkChsgeyKreiRc7c5FCq7YucyZUyh9m/9hDYhLRrOUi7loub13KRdi0Xman5yM824crJdFw5mX5bGwCVVgG1Vgk3rQLqottqnbLotgJuWiWUajksZhusFhusZhssZnvpB6vJBovFBqvJar8222Ax2yDaimsFCxAEAAIgFJ/w1pXUfmOBfZE3Y549nLWUUke4NHKFDF4BWvgE6uEdqIN3oA4+dfTQe6lLmRldfhaTFfnZJuTnmFCQbbLfzi66nVN0O8cMm9UG/8YG1GnqhTpNPeHhq/lL5yWihwND26py+r+AOR/wbgTU7ejs1hAREREREVEN5qZTom4zLwBeFXqcPQRWQ++lRlDrWyGw2WjFzev2ANce5ubg5vU8mI1WiCJgzLPAmGdB9l2e2xkEAVAXladwK1GqQgSQkWSfTWwx25B2NRdpV3MdHmuv76uHdx0d3HRKWM32QNlqsd0Kny23thWHzRazDYU5JpgKyy5BcbvstEKcPWyf1az3UqNOUy8ENvVEnaZe8PB1K1eIa7OJyE0vRGZKPjJT85GZUoCc9EK46RTQe7vB3dsN7j5F115ukCtlFXovi4miCFOBBYV5Fnsgf5fayUT04DC0rSonNtuvQ0ff+nMhERERERERUTWgVMvh38gA/0YGh+0Ws73OrjHPXobAmG9BYb7Z4b79YobZaIVcKYNCKS+6lt127bhdJhMgigAgFl0DEO2hIYAS2+w3VBpFiYDWHtLeq3SDaBORfbMAN6/nIT0xFzeLykJkJufDVGhF8oUsJF/Iuu/3TaYQoHVXQethv2g8VPb7BhU0RdttFhHXEzKQeDYTKZeykZthxJnDyThzOBkAoPdWS7Nw6zT1gkIlLxHMFl1SC5B1Ix82i3iPFt2i9VDB3cc+S7s4zFVrFUWBrL2MhDHPIpWVMObbtxvzLSVmQdvb51tHD5+ishm+dfXwqKX5yyUnLGYrTAVWmAosMBVaYCyw2G8XWOzbHbZZ4aZXFpXusM+YVrkx0iLXxk94VchJAS7std9u/aRz20JEVM316dMHbdu2xfLlywEAQUFBmDVrFmbNmlXmYwRBwPbt2zFs2LC/dO7Keh6qGJPJhBYtWuCLL75At27d7vt5IiMjkZmZiR07dlRKu/h5eLD++c9/Ii8vDytXrnR2U4iI6C4USjkUBjl0BrWzm3JfBJkAQy0tDLW0aNS2lrTdarEhMyUfNxNzkX49D2aT1R4mK+yBslxx6/Yd25UyaPRKaD1UUGkU5ZolW6+FNwD7jObkC1m4fiYD189mIvVSNnLTjThzKBlnDiXf83nkChkMtTXw9NPCs7YW7j5uKMwzIye9ELk3C+21jtMLYTHZpHINKRfvb360XCmD1WxDbroRuelGXIq/Ke1TqGTwKQ5yi669A3SwmGwoyDHZL7lm6XZ+jhmFRdfF2yym8pW3KJUAGHw18K1b1IZ69jD5r5S8EEWxaFE/e5DsECIX2oNjY9FtpUpuD+oNKugMaum2Qim//9dUjvblZ5mQdSMfWTcKkJVagOy0AthsgFItg1Ilh0Ilh0Ith1Ilh1Its99XFde0lkGpVkCtU0CjV0GpfnBtfdBEUYTNIsJsssJqtjlem+yz4bUGFbz9dfc947w6YGhbFf7YBog2oG4nwKexs1tDRPRADB06FGazGT/++OMd+w4cOIBevXrh+PHjCA299wrKJcXGxkKn01VWMwEAS5YswY4dOxAXF+ewPSkpCV5eFfuK4f0qKChAnTp1IJPJcP36dajVNfM/QpXh448/RsOGDf9SYAsAUVFR0sycylCVn4fqZMmSJdi0aROuXr0KlUqFDh064M0330SXLl2kY9LT0zFjxgx8++23kMlkGDFiBKKioqDX66VjTpw4gWnTpiE2Nha1atXCjBkz8NJLL0n7586di0aNGuHFF19Eo0aNqvQ1EhERyRVFoWMdPdCp6s6rVMtRL8Qb9UJKhLjns3DtbAYSz2Yg9VIObKIId283KZj19NPC008Dz9pa6L3d7jnDVRRFe5BbFOLmphul28YCM9yK6hG76ZRQF5eU0Ja4XVSrWKGSw5hvvq1shn22ssVkQ8rF7PsOhEtSucmh0ijsFzf7tVojh1KjgLrovtJNjrxMo1SDOT/bZA8ubxTg/O83pOdSaxXwqWOfiSsIgkNZC/ttK6wW0X5fKoVhhcVkg6nAApv1r40l1VpFUYCrhs5gv9a6q6BUF4X+ShkUCvmt28rb/jiglMFisiH7RsGtcLbokn2joNx1nMtDoZTBTa+Em14JjbsKbjolNHolNO5KuOlV0BTtc9MrodGr4KZTQCaveABqLLBIn7+S1/lZRthsIkSbfaa9KBbNuC+6vn27rahsicVkr5WNcnSVIBPgWVtT9LOug3eg/Wfew8etWi6ueDuGtlWhZGkEIiIXNWnSJIwYMQLXrl1D3bp1HfatW7cOHTt2rHBgCwC1atW690GVxN/fv8rO9X//939o2bIlRFHEjh07MHq08/6NEEURVqsVCkXVDwtEUcSqVavw2muv/eXnMhgM9z6oAqry81CdNG3aFKtWrUKjRo1QUFCADz74AI8++ijOnTsn/TyOGzcOSUlJiI6OhtlsxoQJEzB16lRs3LgRAJCdnY1HH30U/fv3x8cff4z4+HhMnDgRnp6emDp1KgDA19cX4eHhWL16Nd59912nvV4iIiJnUqrlqNfCW5qJazFZAQF/acamIAjQ6FXQ6FWo3cDjL7VPrVUiMNgLgcG3/pBts4nISs13DHKv5yI3wwiZTICbuz0E1BSFgVp3FdzcldC6q6Ap3lcUDKrU8vsKz/KzTVKAm3Y9Bzev5SIjKR/GfAsSEzKRmJB5/y9aAFTq0oNke4CsgMVoX4QuL8uI/CwT8rKNsFlEqVxIRnL+/Z//bk2TCXD3VsNQSwNDLS08fDWQKwVYTDaYjVaYTVZYjPYQuvi22WS9tb/QXqu4uG5zboYRuRnGcp+/uMZxcf+56ZXQ6G6Fu8Z8y61wtiigNRVYHsh7UUyQCVCo7KG3QimHQiWDTCFDbnqh1BcZyfk4d/TWY5RquX1BwkAdvIv+eONbV1/t6jcztH3QUk8DSccBmQJo+YSzW0NE9MA89thjqFWrFtavX48FCxZI23Nzc7F161a8++67uHnzJqZPn45ffvkFGRkZaNy4MV5++WWMHTu2zOe9vTxCQkICJk2ahCNHjqBRo0aIioq64zHz5s3D9u3bce3aNfj7+2PcuHFYtGgRlEol1q9fj1dffRXArZWI161bh8jIyDu+Dh8fH4+ZM2fi4MGD0Gq1GDFiBJYtWybNJiz+On6PHj3w/vvvw2QyYcyYMVi+fDmUyrv/g79mzRo8/fTTEEURa9asuSO0PXnyJObNm4dffvkFoiiibdu2WL9+PRo3tn9jY+3atXj//fdx7tw5eHt7Y8SIEVi1ahUuXbqEhg0b4vfff0fbtm0BAJmZmfDy8sLevXvRp08f7Nu3D3379sX333+PBQsWID4+Hrt370a9evUwe/ZsHDp0CHl5eQgJCcHSpUvRv39/qV1GoxGLFi3Cxo0bkZqainr16mH+/PmYOHEigoOD8eyzz2Lu3LnS8XFxcWjXrh0SEhLQpEmTO96Ho0eP4vz58xgyZIi0rfg1bN68GStXrsRvv/2GVq1aYcOGDcjKysJzzz2H06dPo2fPnvjiiy+kIPH28gh9+vRBaGgo3Nzc8Nlnn0GlUuHZZ5/FkiVL7to3xUp+Hu63TbGxsXj55Zfx+++/w2w2o23btvjggw/Qvn176TynT5/G5MmT8dtvv6FRo0ZYsWIFBgwY4PBZvHr1KubMmYPdu3dDJpOhZ8+eiIqKQlBQEABg3759eOmll3Dy5EkolUq0bNkSGzduRIMGDcr1Wkt66qmnHO4vW7YMa9aswYkTJ9CvXz+cOnUKP/74I2JjY9Gxo31x1ZUrV2Lw4MF47733EBgYiA0bNsBkMmHt2rVQqVRo2bIl4uLisGzZMim0Bewz9F955RWGtkREREUUqur/lXWZTICXvw5e/joEd/STtptNVigUsiqZwaj1UEFbIuwGAKvZhoyUPKRdy0Vmcj4EmVBmiQuH+0X77cGsAsr7CJJF0R7YFge4+Vm3At2CHJM0s9dy+2J3ZvvX+i0lZgTL5TJ4+LrBUFsLg68GhtoaeNTSwFBLA3cfN8jvY7br7W01G60ozDVLJSwK88woyLHXNi7MtZe2KN5fmGtGYb4ZECGF0lk3Cip0Tjed8tYieUUL5uk81ZArBAgyAYIgQBCK/n8mg8N9QbAHs7fCWXsway/9ICvz/RBF0T47+3oebl7PRXpinr0cSpJ9gcXbZ4q3HVAf3Ufc+f8VZ2Jo+6AZs+1lEXS1AJ2Ps1tDRDWUKIqwGMv/F9DKolCXvyaUQqHAM888g/Xr1+OVV16RHrd161ZYrVaMHTsWubm56NChA+bNmwcPDw/897//xfjx49G4cWN07tz5nuew2Wx44okn4Ofnh8OHDyMrK6vUWrfu7u5Yv349AgMDER8fjylTpsDd3R0vvfQSRo8ejT/++AM//vgjfvrpJwClz9DMy8tDeHg4wsLCEBsbi9TUVEyePBnTp0/H+vXrpeP27t2LgIAA7N27F+fOncPo0aPRtm1bTJkypczXcf78eRw8eBBff/01RFHEiy++iMuXL0sB2/Xr19GrVy/06dMHP//8Mzw8PBATEwOLxf5X6tWrV2P27Nl4++23MWjQIGRlZSEmJuae79/t/vnPf+K9995Do0aN4OXlhatXr2Lw4MF48803oVar8cUXX2Do0KE4c+YM6tevDwB45plncPDgQaxYsQJt2rTBxYsXkZaWBkEQMHHiRKxbt84htF23bh169epVamAL2EtnNG3aFO7u7nfsW7x4MZYvX4769etj4sSJeOqpp+Du7o6oqChotVqMGjUKixYtwurVq8t8jZ9//jlmz56Nw4cP4+DBg4iMjET37t0xYMCACr9f99OmnJwcREREYOXKlRBFEe+//z4GDx6MhIQEuLu7w2q1YtiwYahfvz4OHz6MnJwczJkzx+GcZrNZ+iweOHAACoUCb7zxBgYOHIgTJ05AJpNh2LBhmDJlCr766iuYTCYcOXJE+hk8cOAABg0adNfX9cknn2DcuHF3bDeZTPj0009hMBjQpk0bAMDBgwfh6ekpBbYA0L9/f8hkMhw+fBjDhw/HwYMH0atXL6hUKumY8PBw/Otf/0JGRoZUdqJz5864du0aLl26JAXQREREVDMpnRw4y5WyooXS7hxXPmiCIEilJbwD77+0W3Gpr/uty1segiDYZw+7KeDhqynXY2xWG4z5llshbq4ZBblFYW+JbSo3uRTO6r1vLYDnjEXjBEGA3su+EF+DVrfyOJvVhszUgltB7nX7THHfOpVbkq8yMLR90Op1Bib/BFiqPmwhItdhMRqxImJklZ/3hc+3QenmVu7jJ06ciHfffRf79+9Hnz59ANhDuxEjRsBgMMBgMDgEejNmzMCuXbuwZcuWcoW2P/30E06fPo1du3YhMDAQAPDWW2/dEUiVnOkbFBSEuXPnYtOmTXjppZeg0Wig1+uhUCju+vX3jRs3orCwEF988YVUU3fVqlUYOnQo/vWvf8HPzz6rwMvLC6tWrYJcLkfz5s0xZMgQ7Nmz566h7dq1azFo0CApuAoPD8e6deukGaAffvghDAYDNm3aJM3Ybdq0qfT4N954A3PmzMHMmTOlbZ06VbwY22uvveYQXnp7e0vBHAC8/vrr2L59O3bu3Inp06fj7Nmz2LJlC6Kjo6XZtyVrkUZGRmLRokU4cuQIOnfuDLPZjI0bN+K9994rsw2XL1+W+vJ2c+fORXh4OABg5syZGDt2LPbs2YPu3bsDsJfkKBmglyY0NBSLFy8GAAQHB2PVqlXYs2fPfYe2FW3TI4884vD4Tz/9FJ6enti/fz8ee+wxREdH4/z589i3b5/0eXzzzTcd2rd582bYbDZ89tlnDrPDPT09sW/fPnTs2BFZWVl47LHHpJnYISEh0uM7dux4R/3m2xV/not99913GDNmDPLz8xEQEIDo6Gj4+voCAJKTk1G7dm2H4xUKBby9vZGcnCwd07Bhw1LPkZycLH32i/v+8uXLDG2JiIjoofcgw9q/QiaXFZW1UN374GpOJpfBO0AH74DqF9LeruYuoVbTKB7eBWaI6OHRvHlzdOvWDWvXrgUAnDt3DgcOHMCkSZMAAFarFa+//jpat24Nb29v6PV67Nq1C1euXCnX8586dQr16tVzCPnCwsLuOG7z5s3o3r07/P39odfrsWDBgnKfo+S52rRp47AIWvfu3WGz2XDmzBlpW8uWLSGX35pVEBAQgNTU1DKf12q14vPPP8fTTz8tbXv66aexfv162Gz2hQXi4uLQs2fPUksspKamIjExEf369avQ6ylNyZmSgL2Uxdy5cxESEgJPT0/o9XqcOnVKeu/i4uIgl8vRu3fvUp8vMDAQQ4YMkfr/22+/hdFoxJNPPllmGwoKCuBWxh8GStZALg78Wrdu7bDtbu/17c8B3Lt/7qWibUpJScGUKVMQHBwMg8EADw8P5ObmSu/pmTNnUK9ePYc/INz+B4zjx4/j3LlzcHd3h16vh16vh7e3NwoLC3H+/Hl4e3sjMjIS4eHhGDp0KKKiopCUlCQ9XqPRoEmTJne93D7TuW/fvoiLi8Ovv/6KgQMHYtSoUX/pfSuLRmOf3ZGf/2DqvhERERER1VScaUtEVAMo1Gq88Pk2p5y3oiZNmoQZM2bgww8/xLp169C4cWMp5Hv33XcRFRWF5cuXo3Xr1tDpdJg1axZMJlOltfngwYMYN24cXn31VYSHh0szVt9///1KO0dJtwergiBI4Wtpdu3ahevXr99Rw9ZqtUozQIuDrNLcbR8AyGT2v8cWf7UKsH+9vjQlA2nAPos0Ojoa7733Hpo0aQKNRoORI0dK/XOvcwPA5MmTMX78eHzwwQdYt24dRo8eDa1WW+bxvr6+iI+PL3Vfyfe2eNbB7dvu9l7ffnx5H1Pe5ytPmyIiInDz5k1ERUWhQYMGUKvVCAsLq9BnvrisyIYNG+7YV1w7d926dXjhhRfw448/YvPmzViwYAGio6PRtWvX+yqPoNPppEC3a9euCA4Oxpo1azB//nz4+/vfEeBaLBakp6dL4bO/vz9SUlIcjim+XzKgTk9Pd3gdRERERERkx9CWiKgGEAShQmUKnGnUqFGYOXMmNm7ciC+++ALPPfecFG7FxMTg8ccfl2aZ2mw2nD17Fi1atCjXc4eEhODq1atISkpCQEAAAODQoUMOx/z6669o0KABXnnlFWnb5cuXHY5RqVSwWq33PNf69euRl5cnhZsxMTGQyWRo1qxZudpbmjVr1mDMmDEO7QPsX4lfs2YNBgwYgNDQUHz++ecwm813hI7u7u4ICgrCnj170Ldv3zuevzj8SkpKQrt27QDgnl+NLxYTE4PIyEgMHz4cgD0svHTpkrS/devWsNls2L9/v8PiZCUNHjwYOp0Oq1evxo8//ohffvnlruds164dVq9eDVEUq+3Xwf6KmJgYfPTRRxg8eDAA+4JiaWlp0v5mzZrh6tWrSElJkWbuxsbGOjxH+/btsXnzZtSuXRseHmWvAN2uXTu0a9cO8+fPR1hYGDZu3IiuXbveV3mE29lsNhiL6mqHhYUhMzMTR48eRYcOHQAAP//8M2w2G7p06SId88orrzh8hqOjo9GsWTOpNAIA/PHHH9LCaUREREREdAvLIxARUaXS6/UYPXo05s+fj6SkJERGRkr7goODER0djV9//RWnTp3C3//+9ztm491N//790bRpU0REROD48eM4cODAHeFncHAwrly5gk2bNuH8+fNYsWIFtm/f7nBMUFAQLl68iLi4OKSlpUlhVEnjxo2Dm5sbIiIi8Mcff2Dv3r2YMWMGxo8ff8+Aqyw3btzAt99+i4iICLRq1crh8swzz2DHjh1IT0/H9OnTkZ2djTFjxuC3335DQkICvvzyS6ksw5IlS/D+++9jxYoVSEhIwLFjx7By5UoA9tmwXbt2xdtvv41Tp05h//79DjV+7yY4OBhff/014uLicPz4cTz11FMOs0aDgoIQERGBiRMnYseOHbh48SL27duHLVu2SMfI5XJERkZi/vz5CA4OLrV8RUl9+/ZFbm4uTp48WdG3s0YIDg7Gl19+iVOnTuHw4cMYN26cw4zlAQMGoHHjxoiIiMCJEycQExMj9VdxiD1u3Dj4+vri8ccfx4EDB6T3/YUXXsC1a9dw8eJFzJ8/HwcPHsTly5exe/duJCQkSHVtK1IeIS8vDy+//DIOHTqEy5cv4+jRo5g4cSKuX78ulbkICQnBwIEDMWXKFBw5cgQxMTGYPn06xowZI5Uueeqpp6BSqTBp0iScPHkSmzdvRlRUFGbPnu3w/hw4cAA9e/Ys1yxuIiIiIqKHCUNbIiKqdJMmTUJGRgbCw8Md6s8uWLAA7du3R3h4OPr06QN/f38MGzas3M8rk8mwfft2FBQUoHPnzpg8eTLefPNNh2P+9re/4cUXX8T06dPRtm1b/Prrr1i4cKHDMSNGjMDAgQPRt29f1KpVC1999dUd59Jqtdi1axfS09PRqVMnjBw5Ev369cOqVasq9maUULyoWWn1aPv16weNRoP//Oc/8PHxwc8//4zc3Fz07t0bHTp0wL///W9pxmJERASWL1+Ojz76CC1btsRjjz2GhIQE6bnWrl0Li8WCDh06YNasWXjjjTfK1b5ly5bBy8sL3bp1w9ChQxEeHo727ds7HLN69WqMHDkSzz//PJo3b44pU6YgLy/P4ZhJkybBZDJhwoQJ9zynj48Phg8fXupX/13BmjVrkJGRgfbt22P8+PF44YUXHBbxksvl2LFjB3Jzc9GpUydMnjxZ+kNEca1frVaLX375BfXr18cTTzyBkJAQTJo0CYWFhfDw8IBWq8Xp06cxYsQING3aFFOnTsW0adPw97//vcLtlcvlDs81dOhQ3Lx5EwcOHHCYDbthwwY0b94c/fr1w+DBg9GjRw98+umn0n6DwYDdu3fj4sWL6NChA+bMmYNFixZh6tSpDufbtGnTXRftIyIiIiJ6WAliyaJ3D4Hs7GwYDAZkZWXd9SuGRETOUlhYiIsXL6Jhw4ZlLtBEVJ0dOHAA/fr1w9WrV8s1K/nEiRMYMGAAzp8/D71eXwUtrN5iYmLQo0cPnDt3Do0bN3Z2cx6YH374AXPmzMGJEyegUJResetuvw8f1jHdw/q6iYiIiFxFecdzrGlLRERElcJoNOLGjRtYsmQJnnzyyXKXkQgNDcW//vUvXLx4Ea1bt37Arax+tm/fDr1ej+DgYJw7dw4zZ85E9+7dXTqwBeylGNatW1dmYEtERERE9DBjeQQiIiKqFF999RUaNGiAzMxMvPPOOxV6bGRkZJUGths2bIBery/1UtWLYuXk5GDatGlo3rw5IiMj0alTJ3zzzTdV2gZnGDlypLRwGREREREROWJ5BCKiaoblEYgevJycnDIXwVMqlWjQoEEVt4hKw/IId3pYXzcRERGRq2B5BCIiIqIyuLu7w93d3dnNICIiIiIiKhXLIxARERERERERERFVIwxtiYiqqYeseg0R0R34e5CIiIiIHlYMbYmIqhmlUgkAyM/Pd3JLiIicq/j3YPHvRSIiIiKihwVr2hIRVTNyuRyenp5ITU0FAGi1WgiC4ORWERFVHVEUkZ+fj9TUVHh6ekIulzu7SUREREREVYqhLRFRNeTv7w8AUnBLRPQw8vT0lH4fEhERERE9TBjaEhFVQ4IgICAgALVr14bZbHZ2c4iIqpxSqeQMWyIiIiJ6aDG0JSKqxuRyOUMLIiIiIiIioocMFyIjIiIiIiIiIiIiqkYY2hIRERERERERERFVIwxtiYiIiIiIiIiIiKqRh66mrSiKAIDs7Gwnt4SIiIiI7lfxWK54bPew4FiWiIiIqGYr7zj2oQttc3JyAAD16tVzckuIiIiI6K/KycmBwWBwdjOqDMeyRERERK7hXuNYQXzIpifYbDYkJibC3d0dgiBUyTmzs7NRr149XL16FR4eHlVyTnpw2J+uh33qetinroX96Xoqo09FUUROTg4CAwMhkz08Fb+qeizLnz/Xwz51LexP18M+dT3sU9dSlePYh26mrUwmQ926dZ1ybg8PD/6AuhD2p+thn7oe9qlrYX+6nr/apw/TDNtizhrL8ufP9bBPXQv70/WwT10P+9S1VMU49uGZlkBERERERERERERUAzC0JSIiIiIiIiIiIqpGGNpWAbVajcWLF0OtVju7KVQJ2J+uh33qetinroX96XrYpzUH+8r1sE9dC/vT9bBPXQ/71LVUZX8+dAuREREREREREREREVVnnGlLREREREREREREVI0wtCUiIiIiIiIiIiKqRhjaEhEREREREREREVUjDG0fsA8//BBBQUFwc3NDly5dcOTIEWc3icrpl19+wdChQxEYGAhBELBjxw6H/aIoYtGiRQgICIBGo0H//v2RkJDgnMbSPS1duhSdOnWCu7s7ateujWHDhuHMmTMOxxQWFmLatGnw8fGBXq/HiBEjkJKS4qQW072sXr0aoaGh8PDwgIeHB8LCwvDDDz9I+9mfNdvbb78NQRAwa9YsaRv7tGZZsmQJBEFwuDRv3lzaz/6sGTiWrZk4jnU9HMu6Fo5jXRvHsTVfdRnHMrR9gDZv3ozZs2dj8eLFOHbsGNq0aYPw8HCkpqY6u2lUDnl5eWjTpg0+/PDDUve/8847WLFiBT7++GMcPnwYOp0O4eHhKCwsrOKWUnns378f06ZNw6FDhxAdHQ2z2YxHH30UeXl50jEvvvgivv32W2zduhX79+9HYmIinnjiCSe2mu6mbt26ePvtt3H06FH89ttveOSRR/D444/j5MmTANifNVlsbCw++eQThIaGOmxnn9Y8LVu2RFJSknT53//+J+1jf1Z/HMvWXBzHuh6OZV0Lx7Gui+NY11EtxrEiPTCdO3cWp02bJt23Wq1iYGCguHTpUie2iu4HAHH79u3SfZvNJvr7+4vvvvuutC0zM1NUq9XiV1995YQWUkWlpqaKAMT9+/eLomjvP6VSKW7dulU65tSpUyIA8eDBg85qJlWQl5eX+Nlnn7E/a7CcnBwxODhYjI6OFnv37i3OnDlTFEX+jNZEixcvFtu0aVPqPvZnzcCxrGvgONY1cSzrejiOrfk4jnUd1WUcy5m2D4jJZMLRo0fRv39/aZtMJkP//v1x8OBBJ7aMKsPFixeRnJzs0L8GgwFdunRh/9YQWVlZAABvb28AwNGjR2E2mx36tHnz5qhfvz77tAawWq3YtGkT8vLyEBYWxv6swaZNm4YhQ4Y49B3An9GaKiEhAYGBgWjUqBHGjRuHK1euAGB/1gQcy7oujmNdA8eyroPjWNfBcaxrqQ7jWEWlPhtJ0tLSYLVa4efn57Ddz88Pp0+fdlKrqLIkJycDQKn9W7yPqi+bzYZZs2ahe/fuaNWqFQB7n6pUKnh6ejocyz6t3uLj4xEWFobCwkLo9Xps374dLVq0QFxcHPuzBtq0aROOHTuG2NjYO/bxZ7Tm6dKlC9avX49mzZohKSkJr776Knr27Ik//viD/VkDcCzrujiOrfk4lnUNHMe6Fo5jXUt1GccytCWih860adPwxx9/ONSkoZqpWbNmiIuLQ1ZWFrZt24aIiAjs37/f2c2i+3D16lXMnDkT0dHRcHNzc3ZzqBIMGjRIuh0aGoouXbqgQYMG2LJlCzQajRNbRkRUs3Es6xo4jnUdHMe6nuoyjmV5hAfE19cXcrn8jtXjUlJS4O/v76RWUWUp7kP2b80zffp0fPfdd9i7dy/q1q0rbff394fJZEJmZqbD8ezT6k2lUqFJkybo0KEDli5dijZt2iAqKor9WQMdPXoUqampaN++PRQKBRQKBfbv348VK1ZAoVDAz8+PfVrDeXp6omnTpjh37hx/RmsAjmVdF8exNRvHsq6D41jXwXGs63PWOJah7QOiUqnQoUMH7NmzR9pms9mwZ88ehIWFObFlVBkaNmwIf39/h/7Nzs7G4cOH2b/VlCiKmD59OrZv346ff/4ZDRs2dNjfoUMHKJVKhz49c+YMrly5wj6tQWw2G4xGI/uzBurXrx/i4+MRFxcnXTp27Ihx48ZJt9mnNVtubi7Onz+PgIAA/ozWABzLui6OY2smjmVdH8exNRfHsa7PWeNYlkd4gGbPno2IiAh07NgRnTt3xvLly5GXl4cJEyY4u2lUDrm5uTh37px0/+LFi4iLi4O3tzfq16+PWbNm4Y033kBwcDAaNmyIhQsXIjAwEMOGDXNeo6lM06ZNw8aNG/HNN9/A3d1dqjVjMBig0WhgMBgwadIkzJ49G97e3vDw8MCMGTMQFhaGrl27Orn1VJr58+dj0KBBqF+/PnJycrBx40bs27cPu3btYn/WQO7u7lJdvmI6nQ4+Pj7SdvZpzTJ37lwMHToUDRo0QGJiIhYvXgy5XI6xY8fyZ7SG4Fi25uI41vVwLOtaOI51LRzHup5qM44V6YFauXKlWL9+fVGlUomdO3cWDx065OwmUTnt3btXBHDHJSIiQhRFUbTZbOLChQtFPz8/Ua1Wi/369RPPnDnj3EZTmUrrSwDiunXrpGMKCgrE559/XvTy8hK1Wq04fPhwMSkpyXmNpruaOHGi2KBBA1GlUom1atUS+/XrJ+7evVvaz/6s+Xr37i3OnDlTus8+rVlGjx4tBgQEiCqVSqxTp444evRo8dy5c9J+9mfNwLFszcRxrOvhWNa1cBzr+jiOrdmqyzhWEEVRrNwYmIiIiIiIiIiIiIjuF2vaEhEREREREREREVUjDG2JiIiIiIiIiIiIqhGGtkRERERERERERETVCENbIiIiIiIiIiIiomqEoS0RERERERERERFRNcLQloiIiIiIiIiIiKgaYWhLREREREREREREVI0wtCUiIiIiIiIiIiKqRhjaEhGRRBAE7Nixw9nNICIiIiKqEI5jicjVMLQlIqomIiMjIQjCHZeBAwc6u2lERERERGXiOJaIqPIpnN0AIiK6ZeDAgVi3bp3DNrVa7aTWEBERERGVD8exRESVizNtiYiqEbVaDX9/f4eLl5cXAPtXvlavXo1BgwZBo9GgUaNG2LZtm8Pj4+Pj8cgjj0Cj0cDHxwdTp05Fbm6uwzFr165Fy5YtoVarERAQgOnTpzvsT0tLw/Dhw6HVahEcHIydO3c+2BdNRERERDUex7FERJWLoS0RUQ2ycOFCjBgxAsePH8e4ceMwZswYnDp1CgCQl5eH8PBweHl5ITY2Flu3bsVPP/3kMJhdvXo1pk2bhqlTpyI+Ph47d+5EkyZNHM7x6quvYtSoUThx4gQGDx6McePGIT09vUpfJxERERG5Fo5jiYgqRhBFUXR2I4iIyF4L7D//+Q/c3Nwctr/88st4+eWXIQgCnn32WaxevVra17VrV7Rv3x4fffQR/v3vf2PevHm4evUqdDodAOD777/H0KFDkZiYCD8/P9SpUwcTJkzAG2+8UWobBEHAggUL8PrrrwOwD6D1ej1++OEH1iQjIiIiolJxHEtEVPlY05aIqBrp27evw2AWALy9vaXbYWFhDvvCwsIQFxcHADh16hTatGkjDXQBoHv37rDZbDhz5gwEQUBiYiL69et31zaEhoZKt3U6HTw8PJCamnq/L4mIiIiIHgIcxxIRVS6GtkRE1YhOp7vja16VRaPRlOs4pVLpcF8QBNhstgfRJCIiIiJyERzHEhFVLta0JSKqQQ4dOnTH/ZCQEABASEgIjh8/jry8PGl/TEwMZDIZmjVrBnd3dwQFBWHPnj1V2mYiIiIiIo5jiYgqhjNtiYiqEaPRiOTkZIdtCoUCvr6+AICtW7eiY8eO6NGjBzZs2IAjR45gzZo1AIBx48Zh8eLFiIiIwJIlS3Djxg3MmDED48ePh5+fHwBgyZIlePbZZ1G7dm0MGjQIOTk5iImJwYwZM6r2hRIRERGRS+E4loiocjG0JSKqRn788UcEBAQ4bGvWrBlOnz4NwL4i7qZNm/D8888jICAAX331FVq0aAEA0Gq12LVrF2bOnIlOnTpBq9VixIgRWLZsmfRcERERKCwsxAcffIC5c+fC19cXI0eOrLoXSEREREQuieNYIqLKJYiiKDq7EUREdG+CIGD79u0YNmyYs5tCRERERFRuHMcSEVUca9oSERERERERERERVSMMbYmIiIiIiIiIiIiqEZZHICIiIiIiIiIiIqpGONOWiIiIiIiIiIiIqBphaEtERERERERERERUjTC0JSIiIiIiIiIiIqpGGNoSERERERERERERVSMMbYmIiIiIiIiIiIiqEYa2RERERERERERERNUIQ1siIiIiIiIiIiKiaoShLREREREREREREVE1wtCWiIiIiIiIiIiIqBr5f8mFFMIzeTUFAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1400x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def plot_training_curves(history_dict):\n",
    "    plt.figure(figsize=(14, 6))\n",
    "\n",
    "    for min_images, history in history_dict.items():\n",
    "        # Wykres dokładności\n",
    "        plt.subplot(1, 2, 1)\n",
    "        plt.plot(history.history['accuracy'], label=f'Training Accuracy (min_images={min_images})')\n",
    "        plt.plot(history.history['val_accuracy'], label=f'Validation Accuracy (min_images={min_images})')\n",
    "        plt.xlabel('Epoch')\n",
    "        plt.ylabel('Accuracy')\n",
    "        plt.title('Training Accuracy')\n",
    "        plt.legend()\n",
    "\n",
    "        # Wykres strat\n",
    "        plt.subplot(1, 2, 2)\n",
    "        plt.plot(history.history['loss'], label=f'Training Loss (min_images={min_images})')\n",
    "        plt.plot(history.history['val_loss'], label=f'Validation Loss (min_images={min_images})')\n",
    "        plt.xlabel('Epoch')\n",
    "        plt.ylabel('Loss')\n",
    "        plt.title('Training Loss')\n",
    "        plt.legend()\n",
    "\n",
    "    plt.tight_layout()\n",
    "    plt.show()\n",
    "\n",
    "# Rysowanie wykresów strat i dokładności\n",
    "plot_training_curves(history_dict)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "0e1557da-040e-4905-b95a-183cb874e31e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1800x1200 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "def plot_training_curves(history_dict):\n",
    "    plt.figure(figsize=(18, 12))  # Większy rozmiar dla sześciu wykresów\n",
    "\n",
    "    # Zestawy pastelowych kolorów dla każdej grupy wykresów\n",
    "    color_sets = [\n",
    "        {'train': '#5F9EA0', 'val': '#DB7093'},   \n",
    "        {'train': '#4682B4', 'val': '#C71585'}, \n",
    "        {'train': '#6495ED', 'val': '#BA55D3'} \n",
    "    ]\n",
    "\n",
    "    # Wykres 1-3: Dokładność treningu i walidacji\n",
    "    for i, (min_images, history) in enumerate(history_dict.items()):\n",
    "        color_set = color_sets[i]  # Pobieramy odpowiedni zestaw kolorów dla każdej pary\n",
    "\n",
    "        # Wykres dokładności (pierwszy rząd)\n",
    "        plt.subplot(2, 3, i + 1)  # Pierwszy rząd (Dokładność)\n",
    "        plt.plot(history.history['accuracy'], label=f'Dokładność treningu (min_images={min_images})', color=color_set['train'])\n",
    "        plt.plot(history.history['val_accuracy'], label=f'Dokładność walidacji (min_images={min_images})', color=color_set['val'])\n",
    "        plt.xlabel('Epoka')\n",
    "        plt.ylabel('Dokładność')\n",
    "        plt.title(f'Dokładność (min_images={min_images})')\n",
    "        plt.legend()\n",
    "\n",
    "    # Wykres 4-6: Strata treningu i walidacji\n",
    "    for i, (min_images, history) in enumerate(history_dict.items()):\n",
    "        color_set = color_sets[i]  # Pobieramy odpowiedni zestaw kolorów dla każdej pary\n",
    "\n",
    "        # Wykres strat (drugi rząd)\n",
    "        plt.subplot(2, 3, i + 4)  # Drugi rząd (Strata)\n",
    "        plt.plot(history.history['loss'], label=f'Strata treningu (min_images={min_images})', color=color_set['train'])\n",
    "        plt.plot(history.history['val_loss'], label=f'Strata walidacji (min_images={min_images})', color=color_set['val'])\n",
    "        plt.xlabel('Epoka')\n",
    "        plt.ylabel('Strata')\n",
    "        plt.title(f'Strata (min_images={min_images})')\n",
    "        plt.legend()\n",
    "\n",
    "    plt.tight_layout()\n",
    "    plt.show()\n",
    "\n",
    "# Przykładowe wywołanie z history_dict zawierającym dane dla 100, 200, 300 obrazów:\n",
    "plot_training_curves(history_dict)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e27ad73b-c634-482e-adc0-2fee076bfb54",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.19"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}